Abstract
Tropical reservoirs are critical infrastructure for managing drinking and irrigation water and generating hydroelectric power. However, long-term spaceborne monitoring of reservoir storage is challenged by data scarcity from near-persistent cloud cover and drought, which may reduce volumes below those in the observational record. In evaluating our ability to accurately monitor long-term reservoir volume dynamics using spaceborne data and overcome such observational challenges, we integrated optical, lidar, and radar time series to estimate reservoir volume dynamics across 13 reservoirs in eastern Brazil over a 12-year (2003–2014) period affected by historic drought. We (i) used 1560 Landsat images to measure reservoir surface area; (ii) built reservoir-specific regression models relating surface area and elevation from ICESat GLAS and Envisat RA-2 data; (iii) modeled volume changes for each reservoir; and (iv) compared modeled and in situ reservoir volume changes. Regression models had high goodness-of-fit (median RMSE = 0.89 m and r = 0.88) across reservoirs. Even though 88% of an average reservoir’s volume time series was based on modeled area–elevation relationships, we found exceptional agreement (RMSE = 0.31 km3 and r = 0.95) with in situ volume time series, and accurately captured seasonal recharge/depletion dynamics and the drought’s prolonged drawdown. Disagreements in volume dynamics were neither driven by wet/dry season conditions nor reservoir capacity, indicating analytical efficacy across a range of monitoring scenarios.
Highlights
Reservoirs are critical global infrastructure that occupy at least 26 × 104 km2 (0.2%) of global land surface area and contribute 6 × 103 km3 (0.0004%) of global freshwater storage [1]
Recent research has identified the dual roles of reservoirs in atmospheric carbon dynamics being large-scale sites of both carbon sequestration as well as greenhouse gas emission [5,6,7,8,9,10,11]
Using a case study of 13 reservoirs in eastern Brazil, the goal of this study is to accurately model tRroempoicteaSlerness. e20r1v9o,i1r1v, xoFluOmR ePEdEyRnRaEmViIcEsWfrom 2003 to 2014 despite near-persistent cloud cover and rese3rvoof i2r5 depletion due to a historic drought in 2014
Summary
Reservoirs are critical global infrastructure that occupy at least 26 × 104 km (0.2%) of global land surface area and contribute 6 × 103 km (0.0004%) of global freshwater storage [1]. The freshwater held by reservoirs is essential for meeting global demand for drinking water, irrigation water for agriculture [2,3], and hydroelectric power generation [4]. Recent research has identified the dual roles of reservoirs in atmospheric carbon dynamics being large-scale sites of both carbon sequestration as well as greenhouse gas emission [5,6,7,8,9,10,11]. Tropical reservoirs only make up 15% (1040) of the. Consistent, systematic, and long-Rteemrmote Smenos.n2i0t1o9,r1in1,gx FoOfRrePsEeErRvRoEiVrIEsWtorage throughout drought as well as high precipitation2poefr2i5ods is essential to understanding the role of tropical reservoirs on society and environment [8,16]). Opticathlerecmosot toef sceonnsitnrugctoifngtrorpimcalinrteasienrinvgoiar hdyydnraomloigcisc igsacuogme pnelitcwaoterkd ibsypproehrisbiisttievneltyceloxupdencsoivvee[r2[–33]
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