03246nam 2200781z- 450 991056647890332120220506(CKB)5680000000037591(oapen)https://directory.doabooks.org/handle/20.500.12854/81232(oapen)doab81232(EXLCZ)99568000000003759120202205d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierAI Applications to Power SystemsBaselMDPI - Multidisciplinary Digital Publishing Institute20221 online resource (156 p.)3-0365-3653-1 3-0365-3654-X Today, the flow of electricity is bidirectional, and not all electricity is centrally produced in large power plants. With the growing emergence of prosumers and microgrids, the amount of electricity produced by sources other than large, traditional power plants is ever-increasing. These alternative sources include photovoltaic (PV), wind turbine (WT), geothermal, and biomass renewable generation plants. Some renewable energy resources (solar PV and wind turbine generation) are highly dependent on natural processes and parameters (wind speed, wind direction, temperature, solar irradiation, humidity, etc.). Thus, the outputs are so stochastic in nature. New data-science-inspired real-time solutions are needed in order to co-develop digital twins of large intermittent renewable plants whose services can be globally delivered.History of engineering & technologybicsscTechnology: general issuesbicsscartificial neural networksautomatic P2P energy tradingcellular computational networkschange detectioncontingencydata analyticsdata miningdeep Q-networkdeep reinforcement learningdynamic mode decompositionevent detectionfeature extractionfilteringfuzzy systeminter-area oscillationsload flow predictionlong short-term delayed rewardmachine learningmachine-learningmanta ray foraging optimization algorithmMarkov decision processmodal analysismulti-objective functionn/aoptimal power flowoptimizationoptimization techniquespower qualityradial networksreduced order modelingself-healing gridsignal processingsituation awarenesssteady-state security assessmenttotal variation smoothingHistory of engineering & technologyTechnology: general issuesTjing Lie Tekedt1284045Tjing Lie TekothBOOK9910566478903321AI Applications to Power Systems3019229UNINA