TY - BOOK
T1 - A Hydropower Facility as an Energy Water Signal Processor
AU - Shibu, Asha
AU - Mukherjee, Srijib
AU - Smith, Brennan T.
AU - Li, Fangxing
AU - Zaretzki, Russell L.
PY - 2024/4
Y1 - 2024/4
N2 - In recent times, various efforts have been made to address the challenge of adequately representing hydropower systems in modeling frameworks, accounting for the lack of data to represent the multiple constraints in hydropower operation. This research is a pilot data-driven methodology for characterizing, classifying, and comparing the water-to-energy and energy-to-water signal transformations that hydropower facilities as signal processors accomplish. In this study, a Box–Jenkins transfer function/noise model is used to identify the relationship between reservoir inflows and outflows. For examining the feasibility of this methodology, 5 minute fleet data for five storage and five run-of-river facilities was provided by the Tennessee Valley Authority (TVA) and transfer function models are developed. The influence of past inflow and outflow values on the current outflow decisions was investigated and summarized by examining the results of Box–Jenkins methodology. Finally, dominance analysis was introduced to add value to the Box–Jenkins model results and provide different stakeholders with a set of concepts to convey the functionality of hydropower.
AB - In recent times, various efforts have been made to address the challenge of adequately representing hydropower systems in modeling frameworks, accounting for the lack of data to represent the multiple constraints in hydropower operation. This research is a pilot data-driven methodology for characterizing, classifying, and comparing the water-to-energy and energy-to-water signal transformations that hydropower facilities as signal processors accomplish. In this study, a Box–Jenkins transfer function/noise model is used to identify the relationship between reservoir inflows and outflows. For examining the feasibility of this methodology, 5 minute fleet data for five storage and five run-of-river facilities was provided by the Tennessee Valley Authority (TVA) and transfer function models are developed. The influence of past inflow and outflow values on the current outflow decisions was investigated and summarized by examining the results of Box–Jenkins methodology. Finally, dominance analysis was introduced to add value to the Box–Jenkins model results and provide different stakeholders with a set of concepts to convey the functionality of hydropower.
KW - 13 HYDRO ENERGY
U2 - 10.2172/2338272
DO - 10.2172/2338272
M3 - Commissioned report
BT - A Hydropower Facility as an Energy Water Signal Processor
CY - United States
ER -