Electrical & Computer Engin 597DE - ST-DataDrivenDecarbnElecNetwrk
Spring
2022
01
3.00
Jayant Taneja
M W 2:30PM 3:45PM
UMass Amherst
28212
Marston Hall room 220
jtaneja@umass.edu
28214
This course examines applications of Data Science in the planning and operations of decarbonized electrical power networks. The course covers (i.) basic power systems concepts for centralized and distributed electricity generation and storage (ii.) an introduction to relevant methods in geospatial data analysis and machine learning, and (iii.) trends affecting the electricity sector, with a focus on decarbonizing supplies and electrifying end-uses. This course incorporates a significant programming component, with assignments on electricity supply implications from fluctuating solar photovoltaic and wind generation; integrated electricity system planning including grids, microgrids, solar home systems, and energy storage; and demand side management, including smart appliances and electric vehicles.
Open to Seniors and Graduate students only. Basic programming (assignments will be in Python), introductory statistics, electricity and circuits background.