Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3390/rs11182106 |
Monitoring Drought Impact on Annual Forage Production in Semi-Arid Grasslands: A Case Study of Nebraska Sandhills | |
Podebradska, Marketa1,2; Wylie, Bruce K.3; Hayes, Michael J.1; Wardlow, Brian D.1,4; Bathke, Deborah J.1,2; Bliss, Norman B.3; Dahal, Devendra5 | |
通讯作者 | Podebradska, Marketa |
来源期刊 | REMOTE SENSING
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EISSN | 2072-4292 |
出版年 | 2019 |
卷号 | 11期号:18 |
英文摘要 | Land management practices and disturbances (e.g. overgrazing, fire) have substantial effects on grassland forage production. When using satellite remote sensing to monitor climate impacts, such as drought stress on annual forage production, minimizing land management practices and disturbance effects sends a clear climate signal to the productivity data. This study investigates the effect of this climate signal by: (1) providing spatial estimates of expected biomass under specific climate conditions, (2) determining which drought indices explain the majority of interannual variability in this biomass, and (3) developing a predictive model that estimates the annual biomass early in the growing season. To address objective 1, this study uses an established methodology to determine Expected Ecosystem Performance (EEP) in the Nebraska Sandhills, US, representing annual forage levels after accounting for non-climatic influences. Moderate Resolution Imaging Spectroradiometer (MODIS)-based Normalized Difference Vegetation Index (NDVI) data were used to approximate actual ecosystem performance. Seventeen years (2000-2016) of annual EEP was calculated using piecewise regression tree models of site potential and climate data. Expected biomass (EB), EEP converted to biomass in kg*ha(-1)*yr(-1), was then used to examine the predictive capacity of several drought indices and the onset date of the growing season. Subsets of these indices were used to monitor and predict annual expected grassland biomass. Independent field-based biomass production data available from two Sandhills locations were used for validation of the EEP model. The EB was related to field-based biomass production (R-2 = 0.66 and 0.57) and regional rangeland productivity statistics of the Soil Survey Geographic Database (SSURGO) dataset. The Evaporative Stress Index (ESI), the 3- and 6-month Standardized Precipitation Index (SPI), and the U.S. Drought Monitor (USDM), which represented moisture conditions during May, June and July, explained the majority of the interannual biomass variability in this grassland system (three-month ESI explained roughly 72% of the interannual biomass variability). A new model was developed to use drought indices from early in the growing season to predict the total EB for the whole growing season. This unique approach considers only climate-related drought signal on productivity. The capability to estimate annual EB by the end of May will potentially enable land managers to make informed decisions about stocking rates, hay purchase needs, and other management issues early in the season, minimizing their potential drought losses. |
英文关键词 | rangeland productivity remote sensing eMODIS NDVI rule-based piecewise regression tree drought forage production biomass prediction Sandhills |
类型 | Article |
语种 | 英语 |
国家 | USA |
开放获取类型 | Green Submitted, gold |
收录类别 | SCI-E |
WOS记录号 | WOS:000489101500036 |
WOS关键词 | ECOSYSTEM PERFORMANCE ANOMALIES ; GREAT-PLAINS ; RIVER-BASIN ; EVAPORATIVE DEMAND ; UNITED-STATES ; TIME-SERIES ; NDVI ; VEGETATION ; SATELLITE ; COVER |
WOS类目 | Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology |
WOS研究方向 | Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology |
来源机构 | United States Geological Survey |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/218417 |
作者单位 | 1.Univ Nebraska, Sch Nat Resources, 3310 Holdrege St, Lincoln, NE 68583 USA; 2.Univ Nebraska, Sch Nat Resources, Natl Drought Mitigat Ctr, 3310 Holdrege St,POB 830988, Lincoln, NE 68583 USA; 3.USGS, Earth Resources Observat & Sci EROS Ctr, 47914 252nd St, Sioux Falls, SD 57198 USA; 4.Univ Nebraska, Sch Nat Resources, Ctr Adv Land Management Informat Technol, 3310 Holdrege St, Lincoln, NE 68583 USA; 5.USGS, KBR, Earth Resources Observat & Sci EROS Ctr, 47914 252nd St, Sioux Falls, SD 57198 USA |
推荐引用方式 GB/T 7714 | Podebradska, Marketa,Wylie, Bruce K.,Hayes, Michael J.,et al. Monitoring Drought Impact on Annual Forage Production in Semi-Arid Grasslands: A Case Study of Nebraska Sandhills[J]. United States Geological Survey,2019,11(18). |
APA | Podebradska, Marketa.,Wylie, Bruce K..,Hayes, Michael J..,Wardlow, Brian D..,Bathke, Deborah J..,...&Dahal, Devendra.(2019).Monitoring Drought Impact on Annual Forage Production in Semi-Arid Grasslands: A Case Study of Nebraska Sandhills.REMOTE SENSING,11(18). |
MLA | Podebradska, Marketa,et al."Monitoring Drought Impact on Annual Forage Production in Semi-Arid Grasslands: A Case Study of Nebraska Sandhills".REMOTE SENSING 11.18(2019). |
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