Introduction
Throughout the world, invasive plant species decrease biodiversity and alter ecological processes such as nutrient cycling, hydrology, and disturbance regimes, cumulatively decreasing the proper function of ecosystems (D’Antonio and Vitousek Reference D’Antonio and Vitousek1992; Richardson et al. Reference Richardson, Pyšek, Rejmánek, Barbour, Panetta and West2000; Simberloff et al. Reference Simberloff, Martin, Genovesi, Maris, Wardle, Aronson, Courchamp, Galil, García-Bertou, Pascal, Pyšek, Sousa, Tabacchi and Vilà2013; Vitousek Reference Vitousek1990). Some species are accidental introductions, but many have been introduced for agronomic and erosion control purposes before becoming a nuisance in their new environments (Fulbright et al. Reference Fulbright, Hickman and Hewitt2013; Simberloff et al. Reference Simberloff, Martin, Genovesi, Maris, Wardle, Aronson, Courchamp, Galil, García-Bertou, Pascal, Pyšek, Sousa, Tabacchi and Vilà2013). Drought tolerance and high productivity make species attractive candidates for introduction and are the same traits that promote invasiveness (Fulbright et al. Reference Fulbright, Hickman and Hewitt2013).
South Texas (Figure 1) includes the area south of the Edwards Plateau from the Rio Grande at Del Rio east to San Antonio and southeast to the Gulf of Mexico at the mouth of Lavaca Bay (Carter Reference Carter1958; Fulbright and Bryant Reference Fulbright and Bryant2002). The region historically consisted of midgrass coastal plains and inland savanna with the now-prevalent honey mesquite (Prosopis glandulosa Torr. var. glandulosa) relegated to riparian areas, washes, and other upland sites (Griffith et al. Reference Griffith, Bryce, Omernik and Rogers2007; Jahrsdoerfer and Leslie Reference Jahrsdoerfer and Leslie1988). South Texas’s variation in edaphic, geologic, and climatic factors, as well as the convergence of subtropical, eastern deciduous, and Chihuahuan desert species, creates a hyperdiverse region (Fulbright and Bryant Reference Fulbright and Bryant2002). The South Texas plains, exclusive of the coastal counties, are home to 514 resident native vertebrate species: 40 amphibians, 109 reptiles, 283 birds, and 82 mammals (Holt et al. Reference Holt, Allen, Parker and Baker2000). Alone, the 76,006 ha of the South Texas Refuge Complex in the Lower Rio Grande Valley host 31 species of fish, 115 species of herpetofauna, 429 species of bird, and 44 species of mammal at some time during the year (Leslie Reference Leslie2016).
Figure 1. South Texas ecoregions based on Griffith et al. (Reference Griffith, Bryce, Omernik and Rogers2007).
Overstocking of sheep during the second half of the 19th century degraded range conditions and contributed to woody plant encroachment (Fulbright Reference Fulbright, Webster and Bahre2001; Lehmann Reference Lehmann1969). Cattle ranching replaced sheep, but low carrying capacities required large tracts of rangeland (Fulbright Reference Fulbright, Webster and Bahre2001; Griffith et al. Reference Griffith, Bryce, Omernik and Rogers2007). In the early 20th century, a search for grass species for forage and erosion control on degraded rangelands led to the introduction of several grass species to southern Texas (Fulbright et al. Reference Fulbright, Hickman and Hewitt2013). The extended droughts in the 1930s and 1950s in particular drove this search (Todd and Ogren Reference Todd and Ogren2016). Today, conservation of natural resources in South Texas is critical for property owners who increasingly earn their livelihood through outdoor recreation and are interested in wildlife management (Brennan et al. Reference Brennan, Hernández, Bryan and Brennan2007; Fulbright and Bryant Reference Fulbright and Bryant2002; Smith Reference Smith2010). Management strategies include brush management, decreased stocking rates, and restoration of pastures with native grass species. The increase of several invasive species (Table 1), such as tanglehead [Heteropogon contortus (L.) P. Beauv. ex Roem. & Schult.], King Ranch bluestem [Bothriochloa ischaemum (L.) Keng; also known as yellow bluestem] (NRCS 2019), Kleberg bluestem [Dichanthium annulatum (Forssk.) Stapf], Angleton bluestem [Dichanthium aristatum (Poir.) C.E. Hubbard], buffelgrass [Pennisetum ciliare (L.) Link], guineagrass [Urochloa maxima (Jacq.) R. Webster], Lehmann lovegrass (Eragrostis lehmanniana Nees), and Bermudagrass [Cynodon dactylon (L.) Pers.], has become problematic for outdoor enthusiasts and conservationists (Smith Reference Smith2010). Pennisetum ciliare and C. dactylon remain commonly planted exotic pasture grasses; however, the greater economic returns provided by fee-lease hunting are prompting landowners to provide suitable areas for wildlife habitat through conservation and ecological restoration. Restoration of native shrub species on abandoned cropland is impeded by the colonization of these grass species; this can be exacerbated by oil and gas infrastructure such as pad sites, pipelines, and rights-of-way (Cobb et al. Reference Cobb, Smith and Stuver2016; Goertz Reference Goertz2013). Existing research has shown that grass invasions are likely to occur within 60 m of the abovementioned infrastructure. Changes in herbaceous vegetation restoration strategies with native ecotypic seed can provide resistance to exotic ingress (Falk et al. Reference Falk, Fulbright, Smith, Brennan, Ortega-Santos and Benn2013; Twedt and Best Reference Twedt and Best2004). In this review, we outline how these species have spread across South Texas. For each, we describe its natural history, uses, and impacts on rangelands and wildlife. Finally, we describe how we can use remote sensing methods to quantify the amount and spatial distribution of these species and monitor their spread across the landscape, as well as their potential effects on wildlife management in rangelands.
Table 1. Summary of key biological and ecological characteristics of the most common invasive grass species in South Texas.
Natural Histories of Invasive Grasses
Heteropogon contortus (Tanglehead)
Heteropogon contortus is described as native in the southern Texas plains where midgrass prairies were common (Carter Reference Carter1958; Johnston Reference Johnston1963). Its worldwide distribution is pantropical, with clusters in the southwestern United States, Central America, Hawai‘i, the Indonesian archipelago, Australia, the Indian subcontinent, Madagascar, and southern Africa, which has led some to question its native status within North America (Correll and Johnston Reference Correll and Johnston1970; Tothill and Hacker Reference Tothill and Hacker1976). Tothill and Hacker (Reference Tothill and Hacker1976) consider it a successful species based on its ability to thrive across varying habitats.
Heteropogon contortus is a C4 perennial bunchgrass of the Andropogoneae tribe with erect culms typically growing to 1 m (Reilly et al. Reference Reilly, Maher and Duvauchelle2002; Soreng et al. Reference Soreng, Peterson, Romaschenko, Davidse, Zuloaga, Judziewicz, Filgueiras, Davis and Morrne2015). Leaves occur along the length of culms, which end in inflorescences of spikate racemes. A long, twisted awn arises from each upper floret (Everitt et al. Reference Everitt, Drawe, Little and Londard2011). These awns collectively twist together along the raceme, giving the grass its common name. The florets are easily detachable, and the stiff awns attach to fur, clothing, and vehicles, which transport the seeds and facilitate dispersal. Reproduction is primarily apomictic, although sexual reproduction is known to occur (Reilly et al. Reference Reilly, Maher and Duvauchelle2002; Tothill and Hacker Reference Tothill and Hacker1976). Flowering typically occurs from summer to early fall in southern Texas (Johnston Reference Johnston1963), but Tothill and Hacker (Reference Tothill and Hacker1976) suggested that flowering response may be adaptive due to the instability in subtropical climates. Because it takes in soil nutrients at a slower rate than other associated plant species, H. contortus can spread into areas with lower soil productivity (Bielfelt and Litt Reference Bielfelt and Litt2016). Slow absorption also allows established stands of H. contortus growing on more nutritive soils to persist longer than other herbaceous species that deplete soil nutrients more quickly (Bielfelt and Litt Reference Bielfelt and Litt2016). Thus, where H. contortus has become invasive, it is associated with a monoculture growth of closed canopy (Figure 2), which may decrease bare ground and light availability for other plants (Bielfelt and Litt Reference Bielfelt and Litt2016).
Figure 2. Monoculture of Heteropogon contortus in a ranch pasture in Jim Hogg County, TX.
Heteropogon contortus has been considered a good native forage for livestock production during its growth phase; however, upon maturity, the coarse culms and decreased palatability reduce its preference among grazers (Reilly et al. Reference Reilly, Maher and Duvauchelle2002). Additionally, the stiff tangle of awns may cause physical injury to animals. Historically, H. contortus was a minor component of rangeland in southern Texas (Carter Reference Carter1958), and likely not a major component of livestock diets. Johnston’s (Reference Johnston1963) data show a marked decrease in H. contortus abundance on grazed sites, indicating palatability to livestock. The decrease in grazing within South Texas has likely led to the proliferation of H. contortus (Wester et al. Reference Wester, Bryant, Tjelmeland, Grace, Mitchell, Edwards, Hernández, Lyons, Clayton, Rideout-Hanzak, Machen and Ortega-S2018). Many ranchers in South Texas have observed declining grazing preference by cattle when the plants reach maturity, which contrasts to other areas in western Texas and worldwide, where increasing grazing pressure decreases H. contortus abundance, regardless of its growth stage (Tjelmeland Reference Tjelmeland2011).
Wester et al. (Reference Wester, Bryant, Tjelmeland, Grace, Mitchell, Edwards, Hernández, Lyons, Clayton, Rideout-Hanzak, Machen and Ortega-S2018) proposed that changing land-use practices contributed to an increase of H. contortus. Early research on grazing reduction in southern Arizona likewise showed an increase in H. contortus production after removal of grazing pressure (Canfield Reference Canfield1948). Prescribed fire is a common tool for improving range through herbaceous renewal and brush removal, but H. contortus is naturally fire tolerant (Goergen and Daehler Reference Goergen and Daehler2001; Tjelmeland Reference Tjelmeland2011). Prescribed fire studies conducted in Jim Hogg County, TX, showed that small patches (<6.97 m2) of H. contortus increased in both burned and unburned patches 1 yr following a spring fire, but the increase was faster (50%) on burned sites compared with unburned plots (17%) (Wester et al. Reference Wester, Bryant, Tjelmeland, Grace, Mitchell, Edwards, Hernández, Lyons, Clayton, Rideout-Hanzak, Machen and Ortega-S2018). The resulting regrowth of surviving plants increased in crude protein 16% and decreased in crude fiber a month after burning, before decreasing with 52% livestock utilization in the burned patches compared with 1.8% in unburned patches (Wester et al. Reference Wester, Bryant, Tjelmeland, Grace, Mitchell, Edwards, Hernández, Lyons, Clayton, Rideout-Hanzak, Machen and Ortega-S2018). The use of prescribed burning can therefore make H. contortus a more desirable forage. However, Grace et al. (Reference Grace, Tjelmeland, Smith, Mitchell, Rideout-Hanzak, Lloyd-Reilley, Maher and Wester2016) found that fire can promote output up to 1,500 seedlings m−2.
Few studies have been conducted on the effects of H. contortus on wildlife in southern Texas. Bielfelt (Reference Bielfelt2013) reported that increasing density of H. contortus increased density of breeding pairs among three obligate grassland species: Cassin’s sparrow (Peucaea cassinii Woodhouse), Eastern meadowlark (Sturnella magna Linnaeus), and grasshopper sparrow (Ammodramus savannarum J. F. Gmelin). Mourning dove (Zenaida macroura Linnaeus) density increased with rising H. contortus density, though the presence of scissor-tailed flycatchers (Tyrannus forficatus Gmelin) decreased. The growth form of H. contortus likely provides some ground-foraging and ground-nesting bird species improved protection from predation (Bielfelt Reference Bielfelt2013). Buelow et al. (Reference Buelow, Brennan, Hernández and Fulbright2011) found that northern bobwhite (Colinus virginianus Linnaeus) used sites dominated by H. contortus for nesting in similar proportion (i.e., without preference) to available patches across the landscape; however, they avoided H. contortus patches during times spent off-nest. Presumably, the dense nature of H. contortus monocultures hampers the movement of ground foragers and may decrease the availability of a diverse diet (Buelow et al. Reference Buelow, Brennan, Hernández and Fulbright2011). Similarly, Edwards et al. (Reference Edwards, Hernández, Wester, Brennan, Parent and Bryant2017) detected fewer coveys of C. virginianus where invasive grasses, including H. contortus, reached >20% canopy cover. This correlated to areas of decreased bare ground and forb production. Where H. contortus is prevalent, grassland birds seem to be trapped in a trade-off between improved nesting conditions and less diverse food resources.
Old World Bluestems
The term “Old World bluestems” is applied to agronomic grasses in the Americas imported from Eurasia and Africa. These species belong to a monophyletic, agamic complex of species within the genera Bothriochloa, Dichanthium, and Capillipedium (Harlan et al. Reference Harlan, Celarier, Richardson, Brooks and Mehra1958; Mathews et al. Reference Mathews, Sprangler, Mason-Gamer and Kellogg2002; Soreng et al. Reference Soreng, Peterson, Romaschenko, Davidse, Zuloaga, Judziewicz, Filgueiras, Davis and Morrne2015). Specifically, the species encountered in South Texas are B. ischaemum (King Ranch bluestem, also known as yellow bluestem), D. annulatum (Kleberg bluestem), and D. aristatum (Angleton bluestem) (NRCS 2019). They are distantly related to the native bluestem species within the Andropogon and Schizachyrium genera with which they form sister clades (Arthan et al. Reference Arthan, McKain, Traiperm, Welker, Teisher and Kellogg2017; Mathews et al. Reference Mathews, Sprangler, Mason-Gamer and Kellogg2002). The native range of B. ischaemum is temperate and subtropical Eurasia (Celarier and Harlan Reference Celarier and Harlan1955; Todd and Ogren Reference Todd and Ogren2016). Dichanthium annulatum and D. aristatum are both found from India to southeast and eastern Asia, with D. annulatum also occurring in tropical Africa (Celarier and Harlan Reference Celarier and Harlan1955; Bhat et al. Reference Bhat, Mahalakshmi, Saran, Raina and Kole2011; Todd and Ogren Reference Todd and Ogren2016).
The Old World bluestems are C4 perennial species (Soreng et al. Reference Soreng, Peterson, Romaschenko, Davidse, Zuloaga, Judziewicz, Filgueiras, Davis and Morrne2015). Hybridization can occur between species in Dichanthium and Bothriochloa (Singh Reference Singh1965). Diploids of each species reproduce sexually, whereas polyploids are facultative or obligate apomicts (Harlan and de Wet Reference Harlan and de Wet1963). Apomictic reproduction is common within both genera and among their hybrids, though vegetative reproduction by stolons occurs (Gould and Shaw Reference Gould and Shaw1983; Harlan et al. Reference Harlan, Brooks, Borgaonkar and de Wet1964; Hatch et al. Reference Hatch, Schuster and Drawe1999). A plasticity in growth form coupled with hybridization makes identification to the species level difficult, though a groove on the pedicellate spikelets is a defining character of Bothriochloa (Best Reference Best2006; Celarier and Harlan Reference Celarier and Harlan1955).
In the United States, several species of Dichanthium and Bothriochloa were investigated for use in forage production beginning in the early 20th century. Dichanthium aristatum and hurricane grass [Bothriochloa pertusa (L.) A. Camus] appear to have been accidental introductions to the Western Hemisphere, via the Caribbean Islands (Celarier and Harlan Reference Celarier and Harlan1955). Dichanthium annulatum also appears to have been an accidental introduction (Alderson and Sharp Reference Alderson and Sharp1994; Novosad and Pratt Reference Novosad and Pratt1959). Caucasian bluestem [Bothriochloa bladhii (Retz.) S.T. Blake] and B. ischaemum arrived in the New World for use as potential forage producers (Celarier and Harlan Reference Celarier and Harlan1955).
Bothriochloa ischaemum is usually recorded as an accidental introduction to the United States (Harlan Reference Harlan1951). The earliest record of B. ischaemum in the United States was traced back to a shipment from the U.S. consulate in Amoy (modern Xiamen), Fujian, China, to the California Agriculture Experiment Station in Berkeley (Alderson and Sharp Reference Alderson and Sharp1994; Celarier and Harlan Reference Celarier and Harlan1955). Similar material was shipped to the Texas Agriculture Experiment Station in Angleton in 1914 by the U.S. Bureau of Plant Industry (Alderson and Sharp Reference Alderson and Sharp1994). This species was found growing unexpectedly in a pasture of the King Ranch (Nueces County, TX) by Soil Conservation Service agronomist Nick Díaz in 1939 (Lea Reference Lea1957). From this material, 34 kg of seed was sent to the Soil Conservation Service nursery in San Antonio, TX, for production investigations (Nixon Reference Nixon1949). Commercial release of B. ischaemum began in 1949 (Alderson and Sharp Reference Alderson and Sharp1994). This year also marks the first accession to a herbarium of a B. ischaemum sample collected in Kleberg County (South Texas) and not associated with experiment stations or grass nurseries (Gabbard and Fowler Reference Gabbard and Fowler2007).
Dichanthium annulatum was noticed growing on King Ranch by agronomist Nick Díaz (Lea Reference Lea1957). The original source of this population is unknown. Beginning around 1915, the King Ranch began experimental plantings of Rhodes grass (Chloris gayana Kunth) with an eventual 12,282 ha in production by 1940 (Lea Reference Lea1957). It is possible seeds or stolons of D. annulatum were accidentally mixed with the C. gayana material, as both occur in South Africa. Seeds were collected from this population and sent to the Soil Conservation Service nursery in San Antonio, where the grass was increased for production with an informal release of grass seed to producers in the 1940s (Alderson and Sharp Reference Alderson and Sharp1994).
Dichanthium aristatum plants were donated to the Texas Agriculture Experiment Station in Angleton in 1915 by the USDA Office of Forage-Crop Investigation from materials sent from the Poona Agriculture College (modern Pune Agriculture University) in India (Hafner Reference Hafner1926; Novosad and Pratt Reference Novosad and Pratt1959). By the 1950s, two cultivars of D. aristatum, ‘Gordo’ and ‘Medio’, were created from source plants from South Africa and Bee County, TX, respectively, at the Soil Conservation Service nursery in San Antonio. A third cold-hardy cultivar named ‘T-587’ was released in 1981 from worldwide-sourced stock in the 1950s (Alderson and Sharp Reference Alderson and Sharp1994).
By the late 1940s, the desire for improved pasture grasses grew, and Old World bluestem production increased, with nearly 55,000 kg of B. ischaemum seed harvested for sale in Texas and Oklahoma (Nixon Reference Nixon1949). The Old World bluestems were seen as superior to the native bluestem species due to their grazing resistance and ability to thrive under high fertilizer regimens (Ahring et al. Reference Ahring, Taliaferro and Russell1978). In the 1950s, work to create improved varieties was undertaken by the Oklahoma Agriculture Experiment Station (Celarier and Harlan Reference Celarier and Harlan1956). King Ranch instituted a seeding program of planting B. ischaemum and D. annulatum, among other introduced grasses such as P. ciliare and C. dactylon, in pastures cleared of brush (Lea Reference Lea1957; Schnupp and DeLaney Reference Schnupp, DeLaney, Sands, Brennan, DeMaso and Schnupp2012). By the 1970s, Old World bluestems were investigated for erosion and weed control along highway rights-of-way by the Texas Highway Department (later Texas Department of Transportation; McCully et al. Reference McCully, Bowmer and Stubbendieck1970). In addition, trials were conducted on B. ischaemum to test its use as a reclamation grass on former oil well reserve pits in the 1980s (McFarland et al. Reference McFarland, Ueckert and Hartmann1987). An estimated 1 million ha of Texas and Oklahoma rangeland has been seeded with nonnative bluestems since the mid-1980s (Ruffner and Barnes Reference Ruffner and Barnes2012).
Ecosystem disturbances appear to have neutral to positive feedbacks to the spread of these grass species. Root growth is deep, especially in B. ischaemum; Allred and Nixon (Reference Allred and Nixon1955) note that roots reached a depth of 2 to 3 m in a heavy clay soil with roots comprising two times the vegetation growth, improving drought resistance. The exotic bluestems are highly tolerant of grazing, especially in comparison to native grass species (Gabbard and Fowler Reference Gabbard and Fowler2007; Ortega-S et al. Reference Ortega-S, Avila-C, Gonzalez-V and Gonzalez-P2007). Bothriochloa bladhii, B. ischaemum, and D. annulatum appear to tolerate prescribed fire applications (Gabbard and Fowler Reference Gabbard and Fowler2007; Grace et al. Reference Grace, Smith, Grace, Collins and Stohlgren2001). Fires occurring in the mid-growing season have shown negative effects on B. ischaemum, notably when tillers are composed of pre-reproductive and reproductive tillers (Ruckman et al. Reference Ruckman, Schwinning and Lyons2012; Simmons et al. Reference Simmons, Windhager, Power, Lott, Lyons and Schwope2007). Similarly, postdrought fires during the growing season were found more successful than dormant-season fires in promoting growth of native forbs without increasing spread of B. ischaemum (Twidwell et al. Reference Twidwell, Rogers, McMahon, Thomas, Kreuter and Blankenship2012). Encroachment of woody plants appears to indirectly facilitate establishment of B. ischaemum by creating disturbances, and thus pathways for invasion within the landscape (Alofs and Fowler Reference Alofs and Fowler2013).
Shaw (Reference Shaw2012) classified D. annulatum as poor livestock forage, and Pacheco et al. (Reference Pacheco, Brown and Bingham1983) found it has a low nutritive value with low protein content and high levels of fiber and silica. It is palatable to cattle and important in late summer when other grasses become dormant (Meyer and Brown Reference Meyer and Brown1985). Bothriochloa ischaemum is listed as fair forage for livestock and wildlife (Shaw Reference Shaw2012). Palatability of this species is high, though stems cure quickly late in the growing season, thus deterring grazing (Davis Reference Davis2011; Powell Reference Powell1994). Old World bluestem forage is capable of supporting gains in livestock weight early in the summer, but this capability declines by August (Coleman and Forbes Reference Coleman and Forbes1998). Crude protein content of B. ischaemum can decrease from 19% with immature growth to 3.7% with mature growth (National Research Council 1971). Crude protein can be increased in Old World bluestems by maintaining pasture at a short height and applying nitrogen fertilizer (McCollum Reference McCollum2000).
The effects that Old World bluestems have on wildlife have been studied for a wide variety of species and topics. As a component of herbivore diets, B. ischaemum and D. annulatum have been analyzed for white-tailed deer (Odocoileus virginianus Zimmermann) in Texas. Odocoileus virginianus are primarily browsing animals, but use of grass increases when the quality of other components decrease or when fresh regrowth occurs after grazing by livestock (Arnold and Drawe Reference Arnold and Drawe1979; Bryant et al. Reference Bryant, Kothmann and Merrill1979; Chamrad and Box Reference Chamrad and Box1968; Everitt and Drawe Reference Everitt and Drawe1974). Bryant et al. (Reference Bryant, Taylor and Merrill1981) confirmed this seasonal use of B. ischaemum in central Texas O. virginianus. Bothriochloa ischaemum is consumed by O. virginianus as succulent growth or when woody browse is not preferred, but its preference index values are low compared with other available grass species. Similarly, Meyer et al. (Reference Meyer, Brown and Graham1984) found O. virginianus used D. annulatum in the summer, accounting for 14% of their seasonal diet. Despite the high usage, the in vitro digestible energy of D. annulatum was among the lowest at 1.85 kcal g−1 which would require 246 g to provide a daily maintenance level of digestible energy of 3,252 kcal g−1 to a 55-kg lactating doe (Meyer et al. Reference Meyer, Brown and Graham1984). Mean percent crude protein values of D. annulatum samples are 6.7% (SE = 0.7%) and only provide sufficient protein >13% for O. virginianus growth and reproduction during spring and autumn (Meyer and Brown Reference Meyer and Brown1985). These results indicate a low utility of these exotic bluestem grasses by O. virginianus.
The tendencies (Figure 3) of Bothriochloa and Dichanthium to develop monocultures create changes in habitat suitability for various wildlife species. For example, mounds of maritime pocket gophers (Geomys personatus maritimus Davis) are less likely to be found on sites containing D. annulatum (Cortez et al. Reference Cortez, Henke, Wiemers, Fulbright, Wester and Riddle2015). A study of B. ischaemum impacts on rodent communities in the Edwards Plateau of Texas found hispid cotton rat (Sigmodon hispidus Say and Ord) densities to be similar between native vegetation and invaded sites, but fulvous harvest mice (Reithrodontomys fulvescens J.A. Allen) and northern pygmy mice (Baiomys taylori Thomas) were only captured in native vegetation (Sammon and Wilkins Reference Sammon and Wilkins2005). Similarly, the species richness of a rodent community decreased in north-central Oklahoma grasslands with 40% to 60% Old World bluestem cover compared with native grassland controls, with S. hispidus again becoming the most prevalent species (Greer et al. Reference Greer, Noland, Hickman and Wilson2014). Kamler et al. (Reference Kamler, Ballard, Fish, Lemons, Mote and Perchellet2003) and Pavur (Reference Pavur2016) hypothesized that swift foxes (Vulpes velox Say) avoided Conservation Reserve Program grasslands seeded to Old World bluestems where taller and denser vegetation decreased prey abundance and reduced vision, which increases susceptibility to predation by coyotes (Canis latrans Say).
Figure 3. Characteristic yellow color of reproductive stage of Bothriochloa ischaemum in Nueces County, TX.
Lesser prairie-chicken (Tympanuchus pallidicinctus Ridgway) hens require areas of abundant bare ground for brood rearing, while males require short vegetation for lek sites, both of which can be lacking within Old World bluestem–dominated grasslands (Ripper et al. Reference Ripper, McLachlan, Toombs and VerCauteren2008). As with V. velox, Conservation Reserve Program fields planted with exotic species did not provide more benefit to T. pallidicinctus over native prairie (Wolfe et al. Reference Wolfe, Larsson, Patten, Haukos and Boal2016). Where the structure and plant diversity between native prairie and Conservation Reserve Program grassland greatly differs, a smaller abundance of grassland songbirds are benefited (Chapman et al. Reference Chapman, Engle, Masters and Leslie2004). Ammodramus savannarum are one of the few grassland songbirds whose breeding density increased in Old World bluestem fields, though high breeding densities have been negatively correlated with individual reproductive success (George et al. Reference George, O’Connell, Hickman and Leslie2009, Reference George, O’Connell, Hickman and Leslie2013a). The vegetation structure between native prairie and B. ischaemum–dominated grasslands were similar enough to support dickcissel (Spiza americana J. F. Gmelin) and S. magna nesting sites (George et al. Reference George, O’Connell, Hickman and Leslie2009). While wintering birds may use Old World bluestem fields for structural cover, there may exist a trade-off for lower food abundance in these fields (George et al. Reference George, O’Connell, Hickman and Leslie2013b). Dense growth of Old World bluestems on Conservation Reserve Program fields provided scaled quail (Callipepla squamata Vigors) with some cover, but they avoided dense vegetation and favored more diverse structure and plant species composition (Kuvlesky et al. Reference Kuvlesky, Fulbright and Engel-Wilson2002). Similarly, C. virginianus was less abundant in Conservation Reserve Program fields (George et al. Reference George, O’Connell, Hickman and Leslie2013a), although, Arredondo et al. (Reference Arredondo, Hernández, Bryant, Bingham and Howard2007) found that C. virginianus did use D. annulatum for nesting cover, though at lower percentages compared with other grass species.
Old World bluestems simplify arthropod diversity, which decreases nutrient cycling, prey abundance, and pollination services (Kuvlesky et al. Reference Kuvlesky, Brennan, Fulbright, Hernández, DeMaso, Sands, Perez and Hardin2012; Litt and Steidl Reference Litt and Steidl2010). Biomass of arthropods was significantly lower (Kruskal-Wallis H = 307, P < 0.001) in B. ischaemum sites (0.3 g sample−1) compared with native prairies (1.3 g sample−1; Hickman et al. Reference Hickman, Farley, Channell and Steier2006). Arthropod abundance in D. annulatum grasslands remained similar to that of native grasslands but differed by species richness (Cord Reference Cord2011; Mitchell and Litt Reference Mitchell and Litt2016; Woodin et al. Reference Woodin, Skoruppa, Pearce, Ruddy and Hickman2010). The Shannon diversity index for insects on a native grassland site was 1.4 with evenness of 0.7, whereas these values were 1.0 and 0.5, respectively, on a D. annulatum–dominated site in Nueces County, TX (Woodin et al. Reference Woodin, Skoruppa, Pearce, Ruddy and Hickman2010). Exotic bluestems had a simplifying effect on several arthropod functional guilds, including herbivorous, predatory, and detritivorous groups. Relative abundances of hemipteran and homopteran species increased relative to other herbivorous species such as orthopterans (Cord Reference Cord2011; McIntyre and Thompson Reference McIntyre and Thompson2003; Mitchell and Litt Reference Mitchell and Litt2016; Woodin et al. Reference Woodin, Skoruppa, Pearce, Ruddy and Hickman2010). Detritivorous insects were least abundant among D. annulatum (Cord Reference Cord2011), and isopods decreased on exotic grasslands, presumably due to changes in amounts and composition of litter (Mitchell and Litt Reference Mitchell and Litt2016). The simplification of these arthropod groups appears to affect the distributions of predatory arthropod species, namely arachnids (Cord Reference Cord2011; Woodin et al. Reference Woodin, Skoruppa, Pearce, Ruddy and Hickman2010). Ants were absent from Old World bluestem sites, particularly harvester ants (Pogonomyrmex spp. Mayr), which are a primary prey species for the threatened Texas horned lizard (Phrynosoma cornutum Harlan; McIntyre Reference McIntyre2003). Grassland birds are typically granivorous but include arthropods in their diets, especially during breeding and brood rearing, with insects from the orders Lepidoptera, Orthoptera, and Coleoptera being most important to their diets (McIntyre and Thompson Reference McIntyre and Thompson2003; Wiens Reference Wiens1973). These orders decreased in abundance in Old World bluestem sites.
Pennisetum ciliare (Buffelgrass)
Pennisetum ciliare is native to tropical and subtropical Africa and southwestern Asia, with South Africa being the likely geographic origin of the species (Burson et al. Reference Burson, Actkinson, Hussey and Jessup2012; Marshall et al. Reference Marshall, Lewis and Ostendorf2012). It was initially introduced to four sites in Texas for investigation as a pasture grass; however, soil conditions in Angleton and cold winters in Temple, Chillicoathe, and Tyler prevented survival of these plantings (Hanselka Reference Hanselka1988; Pinkerton and Hussey Reference Pinkerton and Hussey1985). A second accession of plant material, this time from the Turkana Basin of Kenya and Ethiopia, was successfully established at the Soil Conservation Service nursery in San Antonio in 1946 (Alderson and Sharp Reference Alderson and Sharp1994; Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a). The USDA Soil Conservation Service has success with field trials in southern Texas and informally released a variety for production in 1949 (Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a; Hanselka Reference Hanselka1988). Commercial production began in the 1950s, coinciding with a period of severe drought in Texas (Marshall et al. Reference Marshall, Lewis and Ostendorf2012). Several cultivars were developed during this period through the 1980s (Alderson and Sharp Reference Alderson and Sharp1994). By 1985, P. ciliare was established on over 4 million ha in southern Texas, accounting for 90% of seeded pasture in the state south of San Antonio (Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a; Mayeux and Hamilton Reference Mayeux and Hamilton1983). Overall it is the dominant herbaceous cover on 10 million ha in southern Texas and northeastern Mexico (Williams and Baruch Reference Williams and Baruch2000). It was similarly promoted in Arizona and Sonora, Mexico, for improved pastures in the 1940s and 1950s, respectively (Franklin et al. Reference Franklin, Lyons, Nagler, Lampkin, Glenn, Molina-Fraener, Markow and Huete2006; Marshall et al. Reference Marshall, Lewis and Ostendorf2012; Martin-R et al. Reference Martin-R, Cox and Ibarra-F1995). The spread in Sonora has reached more than 1 million ha (Arriaga et al. Reference Arriaga, Castellanos-V, Moreno and Alarcón2004).
Pennisetum ciliare is a perennial within the Paniceae taxonomic tribe that uses C4 carbon fixation in photosynthesis (Marshall et al. Reference Marshall, Lewis and Ostendorf2012; Shaw Reference Shaw2012). Plants grow tufted to 120 cm in height with spikelets subtended by soft hairs on a spike-like panicle (Everitt et al. Reference Everitt, Drawe, Little and Londard2011). The species is highly plastic in its growth form (Marshall et al. Reference Marshall, Lewis and Ostendorf2012). It is an aposporous apomict, with tetraploidy being the most common genotype; sexual reproduction is known in some genotypes (Akiyama et al. Reference Akiyama, Hanna and Ozias-Akins2005; Burson et al. Reference Burson, Actkinson, Hussey and Jessup2012; Ozias-Akins and Van Dijk Reference Ozias-Akins and Van Dijk2007). Seed dormancy appears to change according to the provenance of the parent material (Hacker and Ratcliff Reference Hacker and Ratcliff1989). Winkworth (Reference Winkworth1971) found 10% of sown seed remained viable after 2 yr, while seed maintained in dry storage appeared to enter a second dormancy and emerge with 60% germination. Pennisetum ciliare can also reproduce vegetatitvely via rhizomes and stolon production (Marshall et al. Reference Marshall, Lewis and Ostendorf2012). Seed is spread via attachment to animal fur, vehicles, runoff, and wind (Ortega-S et al. Reference Ortega-S, Ibarra-Flores, Gonzalez-Valenzuela, Martin-Rivera, Ávila-Curiel, Ayala-Alvares, Pinedo and Rivero2013). Some studies suggest P. ciliare may have allelopathic qualities (Franks Reference Franks2002; Fulbright and Fulbright Reference Fulbright and Fulbright1990).
Persistence of P. ciliare stands requires frost-free winters and medium-textured, low-salinity soils (Hanselka Reference Hanselka1988). Roots can grow to 2.4 m deep in the soil, but the low and high water-holding capacities of coarse- and fine-textured soils, respectively, retard growth, as do high water tables (Hanselka Reference Hanselka1988; Marshall et al. Reference Marshall, Lewis and Ostendorf2012). There is comparable production of aboveground biomass on sandy- and loamy-textured soils, but P. ciliare becomes a predominant species and spreads more easily on loams and sandy clays (Johnson and Fulbright Reference Johnson and Fulbright2008). Establishment occurs more readily on more alkaline soils than acidic soils (Johnson and Fulbright Reference Johnson and Fulbright2008). Wet winters can destroy seed released during the growing season, and hard freezes can damage established plants (Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a). Pennisetum ciliare, especially the cultivar ‘T-446’, most commonly grown in North America, persists where precipitation ranges from 330 to 550 mm but dies when precipitation reaches >600 mm (Ibarra-F et al. Reference Ibarra-F, Cox, Martin-R, Crowl and Call1995). Despite these limitations, cultivars have been produced that better tolerate unfavorable conditions by breeding an apomict with desirable traits with a sexual reproductive plant (Burson et al. Reference Burson, Actkinson, Hussey and Jessup2012; Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a; Marshall et al. Reference Marshall, Lewis and Ostendorf2012).
When mature plants are removed from a site, seedlings can quickly reestablish themselves if seed vigor is high (Tjelmeland et al. Reference Tjelmeland, Fulbright and Lloyd-Reilley2008). Lyons et al. (Reference Lyons, Maldonado-Leal and Owen2013) demonstrated that removal of P. ciliare increased cover of native herbaceous species in the Sonoran Desert in northern Mexico. The species is fire adapted, with a combination of a deep root system, the capacity for rapid regrowth after defoliation, and responsiveness to nitrogen addition in the soil (Lyons et al. Reference Lyons, Maldonado-Leal and Owen2013, Marshall et al. Reference Marshall, Lewis and Ostendorf2012). Unlike most native grass species, following defoliation, P. ciliare regrows from nodes along lower stems rather than from the crown (Van Devender et al. Reference Van Devender, Felger and Búrquez-M.1997). Pennisetum ciliare has been shown to alter soil carbon and nitrogen across multiple climate regions across Mexico and has been demonstrated to significantly contribute to aboveground carbon losses in the Sonoran Desert (Abella et al. Reference Abella, Chiquoine and Backer2012; Williams and Baruch Reference Williams and Baruch2000). However, Lyons et al. (Reference Lyons, Maldonado-Leal and Owen2013) found that replacing nitrogen through fertilizer supplementation improved the response of P. ciliare over native vegetation cover in test plots.
Pennisetum ciliare responds better to grazing pressure than most native grass species, a factor that is likely due to lateral growth of tillers (Fensham et al. Reference Fensham, Donald and Dwyer2013). Its drought tolerance and response to grazing has made it an attractive livestock forage (Marshall et al. Reference Marshall, Lewis and Ostendorf2012). Within Tamaulipan brushland, aboveground primary production was reported to be 7,025 kg ha−1 (Martin-R et al. Reference Martin-R, Cox and Ibarra-F1995). Pennisetum ciliare is a preferred grass species for both cattle and domesticated sheep (Everitt et al. Reference Everitt, Gonzalez, Scott and Dahl1981; Ramírez et al. Reference Ramírez, Mireles, Huerta and Aranda1995). Nutritional values of P. ciliare often outperform those of native grasses (Hanselka Reference Hanselka1989). Temporary increases in crude protein and phosphorus were noted after prescribed burning of P. ciliare, and burned patches were grazed more heavily due to improvements in palatability and forage quality (Hanselka Reference Hanselka1989). Cattle-stocking rates increased in South Texas from approximately 12 ha AU−1 (animal unit) on native range to 4 ha AU−1 on P. ciliare pasture (Hanselka Reference Hanselka1988). Similarly, Sonoran Desert stocking rates increased from 27 to 40 ha AUY−1 (animal unit year) on native range to 9 to 15 ha per AUY−1 on P. ciliare pasture (Martin-R et al. Reference Martin-R, Cox and Ibarra-F1995). However, high stocking rates may weaken stands of P. ciliare and decrease its spread (Ortega-S et al. Reference Ortega-S, Ibarra-Flores, Gonzalez-Valenzuela, Martin-Rivera, Ávila-Curiel, Ayala-Alvares, Pinedo and Rivero2013).
Pennisetum ciliare has been studied as a forage component of O. virginianus and mule deer (Odocoileus hemionus Rafinesque) diets. Both deer species were shown to use the grass, mostly fresh green growth, as forage in Sonora (Ortega-S et al. Reference Ortega-S, Ibarra-Flores, Gonzalez-Valenzuela, Martin-Rivera, Ávila-Curiel, Ayala-Alvares, Pinedo and Rivero2013). Additionally, O. hemionus used P. ciliare sites in a manner similar to native range as long as water and thermal cover were provided (Ortega-S et al. Reference Ortega-S, Ibarra-Flores, Gonzalez-Valenzuela, Martin-Rivera, Ávila-Curiel, Ayala-Alvares, Pinedo and Rivero2013). Levels of crude protein were below winter requirements of O. virginianus in South Texas, but the grass contributed significantly to winter diets (Everitt and Gonzalez Reference Everitt and Gonzalez1979). Lagomorphs in Sonora showed between 70% and 80% use of P. ciliare in areas where native grasses were available (Ortega-S et al. Reference Ortega-S, Ibarra-Flores, Gonzalez-Valenzuela, Martin-Rivera, Ávila-Curiel, Ayala-Alvares, Pinedo and Rivero2013).
The presence of stands of P. ciliare (Figure 4) appears to decrease the usable space of habitat for several species of birds (Grahmann et al. Reference Grahmann, Fulbright, Hernández, Hehman, Wester, Ortega-Santos and Martin2018). Food production is lower on these sites, with a decrease in the cover, density, and diversity of forbs and decreased abundance and diversity of arthropods (Flanders et al. Reference Flanders, Kuvlesky, Ruthven, Zaiglin, Bingham, Fulbright, Hernández and Brennan2006; Sands et al. Reference Sands, Brennan, Hernández, Kuvlesky, Gallagher, Ruthven and Pittman2009). Specifically, arthropods from the orders Hymenoptera, Coleoptera, and Araneae, all important protein components of brooding birds, were less abundant (Flanders et al. Reference Flanders, Kuvlesky, Ruthven, Zaiglin, Bingham, Fulbright, Hernández and Brennan2006). The trophic structure appears to be simplified through simplified vegetation communities (Sands et al. Reference Sands, Brennan, Hernández, Kuvlesky, Gallagher, Ruthven and Pittman2009). Flanders et al. (Reference Flanders, Kuvlesky, Ruthven, Zaiglin, Bingham, Fulbright, Hernández and Brennan2006) discovered that the abundance of lark sparrows (Chondestes grammacus Say), black-throated sparrows (Amphispiza bilineata Cassin), northern mockingbirds (Mimus polyglottos Linnaeus), C. virginianus, and P. cassinii were all greater on sites with native vegetation. Species that form resident breeding populations preferred native vegetation to P. ciliare–dominated sites (Flanders et al. Reference Flanders, Kuvlesky, Ruthven, Zaiglin, Bingham, Fulbright, Hernández and Brennan2006). In South Texas, C. virginianus abundance decreases with increases in the percentage of P. ciliare, and quail use declines where the grass composes >20% of cover (Hernández and Guthery Reference Hernández and Guthery2012). Colinus virginianus do use the grass as screening cover and nesting sites, but this may be an artifact of lack of preferred vegetation; however, the lack of bare ground produces a barrier to brood use (Hernández and Guthery Reference Hernández and Guthery2012). Grahmann et al. (Reference Grahmann, Fulbright, Hernández, Hehman, Wester, Ortega-Santos and Martin2018) found that cool-season prescribed burns combined with continuous grazing improved usable space for C. virginianus. Masked quail (Colinus virginianus ridgwayi Brewster) in Sonora, Mexico, used P. ciliare as cover during a drought, but their use of these sites declined once native herbaceous vegetation recovered (Kuvlesky et al. Reference Kuvlesky, Fulbright and Engel-Wilson2002). Overall, Flanders et al. (Reference Flanders, Kuvlesky, Ruthven, Zaiglin, Bingham, Fulbright, Hernández and Brennan2006) found that pastures dominated by P. ciliare supported only about half of the biomass of arthropods and half the density of C. virginianus compared with pastures dominated by native grasses. Thus, P. ciliare has the potential to reduce carrying capacity for C. virginianus by about 50%.
Figure 4. Early spring growth of Pennisetum ciliare on a pipeline right-of-way in Jim Hogg County, TX.
The frequent management practices of cool-season prescribed burns and disking to increase forb production for quail may increase the density of a stand of P. ciliare (Kuvlesky et al. Reference Kuvlesky, Fulbright and Engel-Wilson2002; Tjelmeland et al. Reference Tjelmeland, Fulbright and Lloyd-Reilley2008). The species is a noted colonizer of disturbed areas, and these disturbances increase the recruitment of seedlings whose success is contingent on bare ground (McIvor Reference McIvor2003; Sands et al. Reference Sands, Brennan, Hernández, Kuvlesky, Gallagher, Ruthven and Pittman2009). Disking may be a method of spreading P. ciliare into areas with loamy soils, and root-plowing brush in southern Texas increased the frequency of P. ciliare compared with control sites (Johnson and Fulbright Reference Johnson and Fulbright2008; Ruthven et al. Reference Ruthven, Fulbright, Beasom and Hellgren1993). On infertile, arid sites, fire itself may not expand P. ciliare so much as the lack of native vegetation (Fensham et al. Reference Fensham, Donald and Dwyer2013). The intensity at which the species burns is high (Cohn Reference Cohn2005). Fires do not occur frequently on the Hawaiʽian Islands or in the Sonoran Desert, and as a result, the native vegetation lacks adaptations to fire (McDonald and McPherson Reference McDonald and McPherson2011; Simonson et al. Reference Simonson, Barnett and Stohlgren2004). Pennisetum ciliare creates a landscape more akin to subtropical grasslands than a desert, and the fuel load induces fires in the Sonoran Desert that are more severe; this places species such as saguaro [Carnegiea gigantea (Engelm.) Britton & Rose] and organpipe cactus [Stenocereus thurberi (Engelm.) Buxbaum] at a higher risk of mortality (McDonald and McPherson Reference McDonald and McPherson2011). Similarly, Hawaiʽian grasslands of H. contortus burned more slowly with a small spread compared with areas invaded by P. ciliare (Daehler and Carino Reference Daehler and Carino1998). The greatest risk to biodiversity in Mexico posed by P. ciliare may be anthropogenic; for example, conversion of native rangeland to improved pasture has been implicated in the clearing of >100,000 ha of land (Brenner Reference Brenner2010, Reference Brenner2011).
Urochloa maxima (Guineagrass)
Urochloa maxima is native to tropical and subtropical Africa with a longer history of establishment in the Americas than the other species described here (Akiyama et al. Reference Akiyama, Yamada-Akiyama, Yamanouchi, Takahara, Ebina, Takamizo, Sugita and Nakagawa2008; Parsons Reference Parsons1972). In its native range, it inhabits conditions from grasslands to open woodlands, with tolerance for shady conditions (Duke Reference Duke1983; Skerman and Riveros Reference Skerman and Riveros1990). The species was first recorded in the Caribbean Islands in the late 17th century, presumably introduced from ships engaging in the slave trade between western Africa and European colonies (Parsons Reference Parsons1972). It was present in Mississippi by the 1810s and southern Mexico by the 1860s, where it increased the productivity of grazing lands (Parsons Reference Parsons1972). Urochloa maxima had become naturalized in Hawaiʽi by 1871 and spread throughout the islands’ H. contortus grasslands (Ammondt et al. Reference Ammondt, Litton, Ellsworth and Leary2013; Daehler and Carino Reference Daehler and Carino1998). Production was investigated near Wollangbar, New South Wales, Australia, in the 1890s and spread north along the coast to tropical areas of Queensland (McCosker and Teitzel Reference McCosker and Teitzel1975). The grass was studied at a Soil Conservation Service Plant Materials Center in Wailuku, Hawaiʽi, in 1957, and though a cultivar was not released publicly, it was distributed for field trials across the state (Alderson and Sharp Reference Alderson and Sharp1994). The arrival of U. maxima in southern Texas and northeastern Mexico is relatively recent, with a rapid expansion evident from the 1970s; however, repeated introductions before 1970 did not result in lasting populations (Best Reference Best2006; Correll and Johnston Reference Correll and Johnston1970). The current range is approximately from the central Gulf Coast near Victoria, TX, to Monterrey, Nuevo León, Mexico (Best Reference Best2006). This population is presumed to have escaped from an unauthorized planting of U. maxima in the Rio Grande Valley with seeds obtained from the agriculture experiment station in Weslaco, TX (Best Reference Best2006). The species has now been identified rapidly expanding along the southern reach of the San Antonio River within the city limits of San Antonio (KG Lyons, personal communication).
Urochloa maxima is a member of the Paniceae tribe that uses the C4 photosynthetic pathway (Reinheimer et al. Reference Reinheimer, Pozner and Vegetti2005; Shaw Reference Shaw2012). The species is a caespitose perennial, generally growing up to 2.5 m with a many-branched panicle inflorescence (Shaw Reference Shaw2012). Two phenotypes appear in southern Texas: one of tropical provenance with an upright growth habit and a second of subtropical provenance with geniculate growth and shade tolerance (Best Reference Best2006). Reproduction may occur apomictically or sexually (Akiyama et al. Reference Akiyama, Yamada-Akiyama, Yamanouchi, Takahara, Ebina, Takamizo, Sugita and Nakagawa2008). Sexual reproduction occurs among diploid individuals, with apomixis occurring in polyploid individuals (Savidan Reference Savidan1980). Propagation is primarily through seed dispersal by wind, water, and animal movements (Ansari et al. Reference Ansari, Hirsh and Thair2008; Best Reference Best2006). Veldman and Putz (Reference Veldman and Putz2010) demonstrated that motor vehicles carry the seeds, which established on disturbed logging sites in a tropical dry forest in Bolivia. The species tolerates a variety of soil types, though production decreases on less fertile soils (Duke Reference Duke1983; Skerman and Riveros Reference Skerman and Riveros1990). Water-logged soils, saline soils, and hard frost damage the plant (Duke Reference Duke1983; Langeland et al. Reference Langeland, Cherry, McCormick and Craddock Burks2008). A variety of cultivars have been produced with varying growth forms and adaptations to tolerate different environments (McCosker and Teitzel Reference McCosker and Teitzel1975). A deep root system provides resistance to short periods of drought by accessing water down to 1 m in the soil profile (Langeland et al. Reference Langeland, Cherry, McCormick and Craddock Burks2008). The robust root system was shown by Schaller et al. (Reference Schaller, Schroth, Beer and Jiménez2003) to restrict the lateral growth of the root system of young rainbow eucalyptus (Eucalyptus deglupta Blume) trees in Costa Rica. The species burns readily and is fire tolerant, regenerating following fire disturbance from belowground rhizomes (Ellsworth et al. Reference Ellsworth, Litton, Dale and Miura2014; Langeland et al. Reference Langeland, Cherry, McCormick and Craddock Burks2008; Skerman and Riveros Reference Skerman and Riveros1990). Urochloa maxima has shown allelopathic qualities in laboratory experiments (Chou and Young Reference Chou and Young1975).
Urochloa maxima is a productive livestock forage worldwide, especially for beef and dairy cattle, but also for sheep (Aganga and Tshwenyane Reference Aganga and Tshwenyane2004; McCosker and Teitzel Reference McCosker and Teitzel1975). The grass is often used for hay and silage production (Skerman and Riveros Reference Skerman and Riveros1990). It is considered a highly palatable forage (Best Reference Best2006). Continuous grazing of U. maxima pasture can lead to mortality, but frequent grazing leaving a standing crop of >0.35 m produces continuous fresh growth (Skerman and Riveros Reference Skerman and Riveros1990). Due to its worldwide use and differing agronomic practices (e.g., fertilizer application), the nutrient content of U. maxima varies widely among localities (Skerman and Riveros Reference Skerman and Riveros1990). However, crude protein is highest and crude fiber lowest in fresh growth (McCosker and Teitzel Reference McCosker and Teitzel1975). Barbosa et al. (Reference Barbosa, do Nascimento Júnior, Vilela, de Lana Sousa, da Silva, Batista Euclides and Teixeira da Silveira2012) recommend grazing management practices that promote a high tiller population renewal to increase the production of younger growth and thereby increase growth rates and nutritional values. Ramirez-Yañez et al. (Reference Ramirez-Yañez, Ortega-S, Brennan and Rasmussen2007) found that cattle use of U. maxima pastures increased following prescribed burning, presumably from the flush of regrowth in South Texas. The seeds of this species show some ability to germinate after passing through the gastrointestinal tract of cattle (Gardener et al. Reference Gardener, McIvor and Jansen1993).
The population of subtropical U. maxima in southern Texas has become invasive in croplands, rangelands, and urban areas (Best Reference Best2006). Urochloa maxima and, to an extent, P. ciliare comprise the dominant herbaceous layer along many sites on the Rio Grande river corridor, where they have become impossible to remove (Lonard and Judd Reference Lonard and Judd2006). A study of seven sites along the Rio Grande found that U. maxima was the dominant species in the ground layer, particularly those sites with a dense shrub and tree canopy cover (Lonard and Judd Reference Lonard and Judd2002; Figure 5). The two sites where it was absent were dominated by salt-tolerant species (Lonard and Judd Reference Lonard and Judd2002). Restoration of Tamaulipan thornscrub in southern Texas has been hampered by invasion of M. maximus (Dick Reference Dick2015; Twedt and Best Reference Twedt and Best2004; Vela Reference Vela2015). Additionally, it competes with the endangered Tamaulipan kidneypetal (Ayenia limitaris Cristóbal) for partial shade under shrubs (USFWS 2014).
Figure 5. Urochloa maxima growing under the canopy of Prosopis glandulosa and sweet acacia [Vachellia farnesiana (L.) Wight & Arn.] in Kleberg County, TX.
The tall and lanky growth and shade tolerance of U. maxima has made it a problem species for citrus growers in Florida and Texas (Hall et al. Reference Hall, Currey and Orsenigo1998; Sauls Reference Sauls1995). During drought conditions, the presence of dry tillers in shrubs can create ladders that carry fire from the ground to shrub and tree canopies (Best Reference Best2006). Changes in fire behavior and return intervals are blamed for ecosystem changes to dry tropical forests in Hawaiʽi by clearing native forest species and allowing trees and shrubs to invade (Ellsworth et al. Reference Ellsworth, Litton, Dale and Miura2014). Additionally, U. maxima invades native Hawaiʽian H. contortus grasslands and remnant dry lowland forests, causing a reduction in plant diversity (Ammondt et al. Reference Ammondt, Litton, Ellsworth and Leary2013; Daehler and Carino Reference Daehler and Carino1998).
There are few studies investigating the effects of U. maxima on wildlife. Moore (Reference Moore2010) investigated C. virginianus use of U. maxima sites and found that nest success decreased by 4% for every 1% increase of U. maxima cover, presumably from reductions in diversity and production of forb and grass seeds. Selection of U. maxima for loafing cover may be related to the shade tolerance of the grass and its growth within brush (Moore Reference Moore2010). A study of grass seed selection among pen-raised C. virginianus found preferred selection for U. maxima and switchgrass (Panicum virgatum L.) seeds compared with Texas millet [Urochloa texana (Buckley) R. Webster] and plains bristlegrass [Setaria leucopila (Scribn. & Merr.) K. Schum.] seeds (Larson et al. Reference Larson, Fulbright, Brennan, Hernández and Bryant2012). The seeds of U. maxima are large relative to their mass and provide 18% protein and 3.58 kcal g−1 of energy; however, in wild C. virginianus harvested in Kenedy County, TX, only 11 of 260 crops from necropsied quail contained U. maxima seeds, comprising <2% of total grass seeds (Larson Reference Larson2008; Larson et al. Reference Larson, Fulbright, Brennan, Hernández and Bryant2012). Displacement of native grasses by U. maxima is causing declines in grass skipper butterflies (subfamily Hesperiinae), whose caterpillars feed on native grasses (USFWS 2008).
Eragrostis lehmanniana (Lehmann Lovegrass)
Eragrostis lehmanniana is native to the southern Kalahari Desert and the Karoo of South Africa, where it is considered an early successional species (Cox et al. Reference Cox, Ruyle, Fourie and Donaldson1988b; Humphrey Reference Humphrey1994). In 1932, seed was imported from the Griqualand West region by Franklin Crider and planted near Superior, AZ, at the Boyce Thompson Arboretum (Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a). Testing of the grass was conducted at the Soil Conservation Service nursery in Tucson, AZ, beginning in 1935, and a refined accession, ‘A-68’, was selected for seed production in 1937 (Alderson and Sharp Reference Alderson and Sharp1994; Cox et al. Reference Cox, Ruyle, Fourie and Donaldson1988b). Approximately 135 kg of seed produced at the Tucson nursery was planted on Soil Conservation Service plots from Arizona to west Texas, and in 1950, the Arizona Agriculture Experiment Station and Soil Conservation Service released seed for commercial production (Alderson and Sharp Reference Alderson and Sharp1994; Cox et al. Reference Cox, Ruyle, Fourie and Donaldson1988b). Approximately 70% of commercially produced seed was sown on rangelands and along highway rights-of-way in Arizona, New Mexico, and Texas, with the remaining seed planted in the northern Mexican states of Chihuahua, Coahuila, and Sonora (Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a, Reference Cox, Ruyle, Fourie and Donaldson1988b). Seeds from diploid individuals were imported from Northern Cape, South Africa, to allow genetic insertion of preferred traits, and a second variety labeled ‘TEM-SD’ was commercially released as germplasm by the Texas Agriculture Experiment Station and USDA Agriculture Research Service in 1991 (Alderson and Sharp Reference Alderson and Sharp1994).
Eragrostis lehmanniana is a caespitose perennial (Figure 6) within the Eragrostideae tribe that utilizes C4 carbon fixation (Shaw Reference Shaw2012; Soreng et al. Reference Soreng, Peterson, Romaschenko, Davidse, Zuloaga, Judziewicz, Filgueiras, Davis and Morrne2015). Culms grow to 80-cm tall with a profusion of 7- to 15-cm-long layered leaves that create a clump up to 92 cm across (Crider Reference Crider1945; Shaw Reference Shaw2012). Plants are weakly stoloniferous with many culms decumbent or geniculate along lower nodes (Burson and Voigt Reference Burson and Voigt1996; Zeid et al. Reference Zeid, Echenique, Díaz, Pessino, Sorrels and Kole2011). Roots are fine textured and only reach shallowly into soil, with 80% occurring in the top 30 cm of the soil profile (Cox et al. Reference Cox, Giner-Mendoza, Dobrenz and Smith1992). Asexual reproduction via apomixis occurs in polyploidy individuals, though diploid individuals (2n = 2x = 20) produce seed sexually (Alderson and Sharp Reference Alderson and Sharp1994; Burson and Voigt Reference Burson and Voigt1996). Apomictic individuals predominate in its native African range and in the southwestern United States (Burson and Voigt Reference Burson and Voigt1996; Schussman et al. Reference Schussman, Geiger, Mau-Crimmins and Ward2006; Zeid et al. Reference Zeid, Echenique, Díaz, Pessino, Sorrels and Kole2011). Despite lower genetic variability from nonsexual reproduction, E. lehmanniana exhibits a high phenotypic plasticity that allows it to survive multiple ecological sites (Schussman et al. Reference Schussman, Geiger, Mau-Crimmins and Ward2006). Established stands of E. lehmanniana can produce two seed crops each year, a heavy yield in early summer and a lighter yield in late summer to early autumn (Crider Reference Crider1945). Seedling emergence appears to decrease in soil textures with higher fractions of clay, and germination is inhibited when seeds are below 5 mm in the soil profile (Cox and Martin Reference Cox and Martin1984; Cox et al. Reference Cox, Ruyle, Fourie and Donaldson1988b).
Figure 6. Dense stand of Eragrostis lehmanniana growing alongside a ranch road in southwestern Texas.
Eragrostis lehmanniana is adapted to climates with temperature ranges between 0 and 38 C and requires 130 to 160 mm of precipitation during active growth (Cox et al. Reference Cox, Martin-R, Ibarra-F, Fourie, Rethman and Wilcox1988a). The species persists but seldom spreads with summer precipitation between 100 and 160 mm and persists and spreads with precipitation between 160 and 220 mm. Stands may produce as much as 2,695 kg ha−1 of dry matter during favorable conditions (Anderson et al. Reference Anderson, Hamilton, Reynolds and Humphrey1953). Where it is the dominant species, net aboveground production increases, with pure stands having up to four times that amount (McGlone and Huenneke Reference McGlone and Huenneke2004). Cox et al. (Reference Cox, Ruyle and Roundy1990) reported that E. lehmanniana annually produced three to four times more green forage than native grasses in southeastern Arizona. Palatability of E. lehmanniana is low, and cattle prefer native perennial grasses during summer (Cable Reference Cable1971). During other seasons, utilization increases in relation to native grasses due to E. lehmanniana’s prolonged green forage (Cox et al. Reference Cox, Ruyle, Fourie and Donaldson1988b). Crude fiber constitutes 35% of fresh forage and provides 3.6% and 3.2% digestible protein for cattle and sheep, respectively (National Research Council 1971). The protein content of E. lehmanniana is higher in winter compared with native forages such as Arizona cottontop [Digitaria californica (Benth.) Henr.] (Cable Reference Cable1976). Eragrostis lehmanniana is considered resistant to defoliation, as it evolved to withstand high grazing pressures (Anable et al. Reference Anable, McClaran and Ruyle1992; Bock et al. Reference Bock, Bock, Kennedy and Jones2007). Disturbance, especially grazing, does not appear to be necessary for the spread of E. lehmanniana as much as proximity to seed sources (Bock et al. Reference Bock, Bock, Kennedy and Jones2007; Geiger and McPherson Reference Geiger and McPherson2005; McClaran and Anable Reference McClaran and Anable1992).
Eragrostis lehmanniana is considered a fire-tolerant species and recovers more quickly than native species (McGlone and Huenneke Reference McGlone and Huenneke2004). This has a 2-fold effect on enhanced propagation of the species. The earlier recovery over native grasses allows for higher seed production within a year after a fire event, and removal of litter, whether by fire or mechanical means, enhances seedling emergence by increasing red light penetration and temperature fluctuations at the ground level (McGlone and Huenneke Reference McGlone and Huenneke2004; Roundy et al. Reference Roundy, Taylorson and Sumrall1992; Ruyle et al. Reference Ruyle, Roundy and Cox1988). McGlone and Huenneke (Reference McGlone and Huenneke2004) described a higher quantity of litter accumulation in E. lehmanniana stands, which may alter fire intensity and encourage further establishment of the species.
Little research has been conducted on the effects of E. lehmanniana on wildlife. Several studies of grassland birds indicate that E. lehmanniana decreases food and shelter resources (Bock and Bock Reference Bock and Bock1992; Flanders et al. Reference Flanders, Kuvlesky, Ruthven, Zaiglin, Bingham, Fulbright, Hernández and Brennan2006; Whitford Reference Whitford1997). At the Santa Rita Experimental Range, Gambel’s quail (Callipepla gambelii Gambel) and C. squamata both avoided E. lehmanniana sites in favor of mesquite grasslands and less dense perennial grass cover with high forb diversity, respectively (Medina Reference Medina2003). In South Texas, E. lehmanniana was used by C. virginianus for nesting but generally avoided for forage areas (Sands et al. Reference Sands, Brennan, Hernández, Kuvlesky, Gallagher and Ruthven2012). Eragrostis lehmanniana decreases abundance of Palmer’s century plant (Agave palmeri Engelm.), which is an important nectar source for Mexican long-tongued bats (Choeronycteris mexicana Tschundi) and lesser long-nosed bats (Leptonycteris yerbauenae Martínez and Villa-R.; Lindsay et al. Reference Lindsay, Bailey, Lance, Clifford, Delph and Cobb2011).
Cynodon dactylon (Bermudagrass)
Cynodon dactylon has a cosmopolitan distribution with likely origins in southeastern Africa and south Asia, though it has been culturally significant in India since at least 1500 BCE due to its ability to provide productive forage for livestock (Kneebone Reference Kneebone1966; Way Reference Way2014). It is one of the most widely distributed plants in the world (Harlan et al. Reference Harlan, de Wet, Huffine and Deakin1970). Cynodon dactylon first arrived in the Western Hemisphere on one of the voyages of Christopher Columbus to the Caribbean Islands (Way Reference Way2014). The first likely introduction to North America occurred between 1733 to 1738, when botanist Robert Miller brought material to Savannah, GA, and within 50 yr, it was recorded in South Carolina as well (Kneebone Reference Kneebone1966). Intentional plantings were used for pasture, but spread is also attributed to movement of livestock and the use of hay as packing material (Kneebone Reference Kneebone1966). The first cultivar, ‘Coastal’, was released in 1943 as a cross between a productive strain discovered near Tifton, GA, and two tall strains of southern African provenance (Burton Reference Burton1948; Kneebone Reference Kneebone1966; Way Reference Way2014). Many seeded cultivars have since been developed, as well as hybrids that are essentially sterile and require propagation by sprigging (Corriher and Redmon Reference Corriher and Redmon2009).
Cynodon dactylon is a rhizomatous and stoloniferous sod-forming grass (Figure 7) of the Cynodonteae tribe that utilizes C4 photosynthesis (Shaw Reference Shaw2012; Soreng et al. Reference Soreng, Peterson, Romaschenko, Davidse, Zuloaga, Judziewicz, Filgueiras, Davis and Morrne2015). Besides being used for pasture and hay production, it is a common lawn grass in the southern United States (Way Reference Way2014). The most frequently encountered varieties outside cultivation are the diploid (2n = 2x = 36) ‘common’ and the tetraploid ‘Coastal’, which is larger and more resistant to foliage removal, drought, frost, and disease (Alderson and Sharp Reference Alderson and Sharp1994; Harlan et al. Reference Harlan, de Wet, Huffine and Deakin1970; Rouquette et al. Reference Rouquette, Anderson, Harris-Schultz and Smith2011). Both varieties are adaptable to many soil textures and pH ranges, but heavy clays and sands reduce production without fertilizer application (Burton Reference Burton1948; Corriher and Redmon Reference Corriher and Redmon2009; Marsalis Reference Marsalis2004). Cynodon dactylon has little freeze tolerance, which limits its distribution (Anderson et al. Reference Anderson, Taliaferro and Martin2002). The species exhibits a high degree of phenotypic plasticity, with many naturally occurring ecotypes (Harlan et al. Reference Harlan, de Wet, Huffine and Deakin1970; Hoveland Reference Hoveland1960; Rouquette et al. Reference Rouquette, Anderson, Harris-Schultz and Smith2011). It is considered drought resistant, though the degree varies depending on ecotype or cultivar, and it is able to withstand submergence, both at depth and of long duration (Tan et al. Reference Tan, Zhu and Zhang2010; Zhou et al. Reference Zhou, Lambrides and Fukai2013).
Figure 7. Monoculture sod of Cynodon dactylon during anthesis in coastal South Texas.
Cynodon dactylon has a history of use for livestock production in the southern United States since the late 19th century (Way Reference Way2014). It withstands defoliation well (Grace et al. Reference Grace, Smith, Grace, Collins and Stohlgren2001). Fresh, mature C. dactylon forage provides 28.5% crude fiber, 5.8% protein, and energy levels of 2.72 Mcal kg−1 for cattle, while its hay provides 29.4% crude fiber, 7.9% protein, and energy of 2.20 Mcal kg−1 for cattle (National Research Council 1971). Average annual crude protein from South Texas samples was 11.4%, which meet the needs for dry cows across all seasons and for lactating cows all seasons but winter (Gonzalez and Everitt Reference Gonzalez and Everitt1982).
Dense growth of C. dactylon has been shown to be highly utilized forage of black-bellied whistling ducks (Dendrocygna autumnalis Linnaeus) and Canada geese (Branta canadensis Linnaeus) in South Texas (Bolen and Forsyth Reference Bolen and Forsyth1967; Glazener Reference Glazener1946). However, this growth decreases survivability of C. virginianus chicks by impeding movement and increasing temperatures up to 4 C compared with forb-dominated sites (Martin et al. Reference Martin, Burkhart, Thackston and Carroll2015). Furthermore, C. dactylon provides poor nesting cover, and it outcompetes other plants, subsequently decreasing seed and arthropod availability to C. virginianus (Bond et al. Reference Bond, Baumann, Lane, Thackston and Bowman2005; Crouch Reference Crouch2017). Gust and Schmidly (Reference Gust and Schmidly1986) observed a change in rodent diversity and hypothesized that the monoculture habit of C. dactylon decreases food availability of small mammals.
Cynodon dactylon is considered an early successional species and is closely associated with disturbed rangelands (Barnes et al. Reference Barnes, DeMaso and Bahm2013; Grace et al. Reference Grace, Smith, Grace, Collins and Stohlgren2001). Way (Reference Way2014) suggests it seldom exists naturally as a component of climax vegetation. It has been found to be an early colonizer of formerly submerged land in the Texas Gulf prairies (Scifres and Mutz Reference Scifres and Mutz1975). The affinity for disturbance by C. dactylon could prove problematic for habitat restoration projects; however, drought has been shown to be a factor aiding in removal of C. dactylon during a restoration in South Texas (Crouch Reference Crouch2017). This suggests that the spread of this species in South Texas may be restricted to the more mesic coastal prairies and riparian zones farther inland.
Monitoring Invasive Species: Remote Sensing Approaches
Understanding the spatial and temporal dynamics of invasive grasses is critical to the effective monitoring and management of rangelands (Villarreal et al. Reference Villarreal, Soulard and Waller2019). Monitoring of rangeland conditions was first systematically established under a range succession model based on Clementsian succession theory (Westoby et al. Reference Westoby, Walker and Noy-Meir1989). This model allowed changes in vegetation along a single axis and did not account for encroachment of shrubs and trees or the introduction of exotic species (Briske et al. Reference Briske, Fuhlendorf and Smeins2005). State and transition models were developed wherein the ecosystem may occupy one of multiple potential stable states (Briske et al. Reference Briske, Fuhlendorf and Smeins2005; Westoby et al. Reference Westoby, Walker and Noy-Meir1989). Autogenic or allogenic triggers may modify ecological structure and function during transitions between states creating a threshold, with return to a previous state requiring intervention (Young et al. Reference Young, Perotto-Baldivieso, Brewer, Homer and Santos2014). This model has since become useful for describing many types of terrestrial ecosystems (Bestlemeyer et al. Reference Bestlemeyer, Goolsby and Archer2011). It is under this framework that we hypothesize that invasive grass species have transitioned rangelands in South Texas into a new stable state.
Past monitoring in rangelands relied on subjective measurements of ground observations (Booth and Tueller Reference Booth and Tueller2003). Remote sensing technologies have played an increasing role in the estimation of standing yields and canopy heights, mapping of vegetation distributions, and detection of invasive plant species (Bradley and Mustard Reference Bradley and Mustard2006; Everitt and Deloach Reference Everitt and Deloach1990; Everitt et al. Reference Everitt, Anderson, Escobar, Davis, Spencer and Andrascik1995, Reference Everitt, Judd, Escobar and Davis1996; Franklin et al. Reference Franklin, Lyons, Nagler, Lampkin, Glenn, Molina-Fraener, Markow and Huete2006; Hestir et al. Reference Hestir, Khanna, Andrew, Santos, Viers, Greenberg, Rajapakse and Ustin2008; Hunt et al. Reference Hunt, Everitt, Ritchie, Moran, Booth, Anderson, Clark and Seyfried2003; Piñeiro et al. Reference Piñeiro, Oesterheld and Paruelo2006). Since 1972, Landsat satellites have provided the longest record of Earth observation and have been used to classify invasive grasses (Roy et al. Reference Roy, Wulder, Loveland, Woodcock, Allen, Anderson, Helder, Irons, Johnson, Kennedy, Scambos, Schaaf, Schott, Sheng and Vermote2014). Knight (Reference Knight2004) successfully classified Landsat imagery to distinguish B. ischaemum and B. bladhii from native grasslands and croplands in Oklahoma. Image classification, combined with habitat models, has been applied to quantify P. ciliare environments where invasion is likely (Brenner et al. Reference Brenner, Christman and Rogan2012; Young et al. Reference Young, Abbot, Caldwell and Schrader2013). Coarser spatial and high-spectral resolution satellites, such as the Moderate Resolution Imaging Spectroradiometer (MODIS), have been used to map the distribution and phenological status of P. ciliare in the Sonoran Desert of Arizona (Wallace et al. Reference Wallace, Walker, Skirvin, Patrick-Birdwell, Weltzin and Raichle2016). Using higher spatial resolutions (<5-m pixel size) than MODIS and Landsat, aerial photography has also been used to detect the phenological responses of P. ciliare to water stress in South Texas (Everitt et al. Reference Everitt, Escobar, Alaniz and Hussey1987). More recently, Mata et al. (Reference Mata, Perotto-Baldivieso, Hernández, Grahmann, Rideout-Hanzak, Edwards, Page and Shedd2018) classified National Agriculture Imagery Program images to assess the spatial and temporal distribution of H. contortus (Figure 8) between 2008 and 2014 and observed an increase from 4% to 20% in H. contortus cover. Although aerial photography provides higher spatial resolution for lower cost, it lacks the spectral resolution of satellite imagery, usually providing only bands in the visible and near-infrared spectra (Huang and Asner Reference Huang and Asner2009; Underwood et al. Reference Underwood, Ustin and DiPietro2003). Additionally, imagery lacks consistent data acquisition, with very low temporal revisit times that can limit its usefulness for monitoring studies (Underwood et al. Reference Underwood, Ustin and DiPietro2003).
Figure 8. Workflow of unsupervised classification of 2014 National Agriculture Imagery Program aerial photography with normalized difference vegetation index layer stack (adapted from Mata et al. Reference Mata, Perotto-Baldivieso, Hernández, Grahmann, Rideout-Hanzak, Edwards, Page and Shedd2018).
Recently launched satellites have included hyperspectral sensors that detect a continuous spectrum of visible and shortwave electromagnetic radiation divided into hundreds of small bands (Huang and Asner Reference Huang and Asner2009; Toth and Jóźków Reference Toth and Jóźków2016). Production of microsatellites has allowed for constellations producing <10-m resolution multispectral data at weekly or shorter time intervals (Toth and Jóźków Reference Toth and Jóźków2016). These microsatellites lack the spectral resolution of the larger satellites, but some platforms, such as RapidEye, include a red edge band, which has improved vegetation mapping accuracies and allowed for detection of foliar nitrogen estimation (Ramoelo et al. Reference Ramoelo, Skidmore, Cho, Schlerf, Mathieu and Heitkönig2012; Schuster et al. Reference Schuster, Förster and Kleinschmit2012). Operating a constellation of small satellites allows reductions in revisit times to days compared with the large Earth-observing satellites (Butler Reference Butler2014). Deployment of unmanned aerial vehicles (Figure 9) has allowed production of low-cost on-demand imagery with spatial scales <2 cm (Anderson and Gaston Reference Anderson and Gaston2013; Rango et al. Reference Rango, Laliberte, Steele, Herrick, Bestelmeyer, Schmugge, Roanhorse and Jenkins2006). These high spatial resolutions allow the identification of individual patches using mounted digital cameras and ground control points to create mosaicked, georeferenced imagery (Hill et al. Reference Hill, Tarasoff, Whitworth, Baron, Bradshaw and Church2017; Lu and He Reference Lu and He2017). This data-acquisition process can also be used to construct digital elevation models and digital surface models to quantify canopy height comparable with more expensive Lidar data (Ni et al. Reference Ni, Liu, Zhang, Sun and Yang2015).
Figure 9. Natural color orthoimagery acquired by an unmanned aerial vehicle of a pasture containing Heteropogon contortus in South Texas. Dark areas in the image correspond to patches of H. contortus. Pixel resolution is 1.4 cm.
While remote sensing has advanced significantly in terms of platforms, classification algorithms, and access to data and classification approaches through the cloud, there is a need to improve accuracy and the delivery of information to end users (e.g., ranchers, land managers). Traditional image classifications have allowed the classification of invasive monocultures of H. contortus in South Texas with accuracies greater than 85% (Mata et al. Reference Mata, Perotto-Baldivieso, Hernández, Grahmann, Rideout-Hanzak, Edwards, Page and Shedd2018). However, there is a need to develop classification approaches for the other species in South Texas. This may require the combination of unmanned aerial vehicle platforms combined with satellite platforms to improve both temporal and spatial resolution (Rango et al. Reference Rango, Laliberte, Steele, Herrick, Bestelmeyer, Schmugge, Roanhorse and Jenkins2006). Development of classification approaches and very-high-resolution multispectral imagery in different seasons may also prove useful to improve identification of invasive grasses in South Texas. New approaches such as deep learning and artificial intelligence can potentially improve accuracies to greater than 95% (Zeng et al. Reference Zeng, Cheng, Li, Xia, Ma, Zhou and Li2019). The use of multiple periods and time-series analyses can be used to inform the temporal dynamics of invasive grasses at local and regional scales (Mata et al. Reference Mata, Perotto-Baldivieso, Hernández, Grahmann, Rideout-Hanzak, Edwards, Page and Shedd2018; Villarreal et al. Reference Villarreal, Soulard and Waller2019). The use of landscape metrics to assess patch dynamics can be used to evaluate the spread of invasive grasses across the landscape (Mata et al. Reference Mata, Perotto-Baldivieso, Hernández, Grahmann, Rideout-Hanzak, Edwards, Page and Shedd2018). Young et al. (Reference Young, Perotto-Baldivieso, Brewer, Homer and Santos2014) used remote sensing information and combined it with landscape metrics to quantify thresholds among states in UK peatlands. Image classification, combined with wildlife observation data, can provide a useful framework to develop spatially explicit habitat suitability models to prioritize management and restoration of wildlife habitat. Hence, developing approaches that integrate image classification, soil information, wildlife data, and other environmental variables can help translate remote sensing products from image classifications to management tools for land managers in rangelands as part of their geospatial technology tools.
Future Directions
Land use in South Texas has changed in the last 100 yr from dedicated livestock operations to a combination of livestock and wildlife conservation. The introduction of grasses, once very beneficial to livestock operations, may now have become problematic for wildlife conservation and habitat management. The spread of invasive grasses as a result of changes in land-use practices, such as reduced grazing and oil and energy development, may pose new challenges in South Texas landscapes (Smith Reference Smith2010; Wester et al. Reference Wester, Bryant, Tjelmeland, Grace, Mitchell, Edwards, Hernández, Lyons, Clayton, Rideout-Hanzak, Machen and Ortega-S2018). The extent that invasive species have spread precludes complete eradication as a practical conservation option. Some exotics like P. ciliare and C. dactylon are still planted and actively managed by some landowners. Approaches to manage invaded areas may include the introduction of pyric herbivory (Grahmann et al. Reference Grahmann, Fulbright, Hernández, Hehman, Wester, Ortega-Santos and Martin2018; Walther Reference Walther2019). Depending on management objectives, reintroducing native species through fire or native reseeding may improve habitat for wildlife and provide a more sustainable livestock production, with potentially more resilient and profitable ecosystems in the long term. There is a need to develop state and transition models for South Texas rangelands and determine whether these rangelands have transitioned beyond a threshold to a new potentially stable state. Quantifying the spatial and temporal distribution and monitoring the spread of these species will best inform management practices moving into the future. We have already been able to quantify the spatial and temporal dynamics of H. contortus (Mata et al. Reference Mata, Perotto-Baldivieso, Hernández, Grahmann, Rideout-Hanzak, Edwards, Page and Shedd2018), but it is important to develop regional models to assess potential areas of H. contortus invasions. Research into creating methods to quantify the distribution of B. ischaemum and D. annulatum with daily, high spatial resolution satellite imagery may provide the framework for local and regional image classifications. Similar studies need to be conducted for D. aristatum, P. ciliare, M. maximus, E. lehmanniana, and C. dactylon. These approaches, combined with fieldwork, would provide a road map to understanding the biology and ecology of invasive grasses in South Texas. The results of these studies will provide conservationists and landowners the tools to preserve and maintain the Last Great Habitat.
Acknowledgments
Funding for this project was provided by the South Texas chapter of the Quail Coalition. An additional grant was awarded from NASA and the Center for Systems Integration and Sustainability at Michigan State University to JPW. LAB was supported by the C.C. “Charlie” Winn Endowed Chair in the Richard M. Kleberg, Jr. Center for Quail Research. We are grateful to F. S. Smith, A. D. Falk, K. G. Lyons, and the two anonymous reviewers who helped us improve this article. Figures 6 and 7 were provided by F. S. Smith. No conflicts of interest have been declared. This is manuscript number 19-118 from the Caesar Kleberg Wildlife Research Institute, Texas A&M University-Kingsville, Kingsville, TX.
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