03209nam 2200757z- 450 991056647890332120231214133313.0(CKB)5680000000037591(oapen)https://directory.doabooks.org/handle/20.500.12854/81232(EXLCZ)99568000000003759120202205d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierAI Applications to Power SystemsBaselMDPI - Multidisciplinary Digital Publishing Institute20221 electronic 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.Technology: general issuesbicsscHistory of engineering & technologybicsscself-healing gridmachine-learningfeature extractionevent detectionoptimization techniquesmanta ray foraging optimization algorithmmulti-objective functionradial networksoptimal power flowautomatic P2P energy tradingMarkov decision processdeep reinforcement learningdeep Q-networklong short-term delayed rewardinter-area oscillationsmodal analysisreduced order modelingdynamic mode decompositionmachine learningartificial neural networkssteady-state security assessmentsituation awarenesscellular computational networksload flow predictioncontingencyfuzzy systemchange detectiondata analyticsdata miningfilteringoptimizationpower qualitysignal processingtotal variation smoothingTechnology: general issuesHistory of engineering & technologyTjing Lie Tekedt1284045Tjing Lie TekothBOOK9910566478903321AI Applications to Power Systems3019229UNINA