电力市场大数据分析
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库存17件
作者陈启鑫 等
出版社科学出版社
ISBN9787030715166
出版时间2022-10
版次1
装帧平装
开本16开
纸张胶版纸
页数304页
字数300千字
定价158元
货号SC:9787030715166
上书时间2024-10-30
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内容简介:
Thisbookaimstosolvesomekeyproblemsinthedecisionandoptimizationprocedureforpowermarketorganizersandparticipantsindata-drivenapproaches.Itbeginswithanoverviewofthepowermarketdataandanalyzesontheircharacteristicsandimportanceformarketclearance.Thenitdiscussestheessentialproblemofbusloadforecastingfromtheperspectiveofmarketorganizers.Therelatedworksincludingloaduncertaintymodeling,busloadbaddatacorrection,andmonthlyloadforecasting.Thefollowingworkstrytomodelthecomplexmarketbiddingbehaviors.Specificworksincludepatternextraction,aggregatedsupplycurvesforecasting,marketsimulation,andrewardfunctionidentificationinbidding.
目录:
Contents
1 Introduction to Power Market Data 1
1.1 Overview of Electricity Markets 1
1.2 Organization and Data Disclosure of Electricity Market 4
1.2.1 Transaction Data 5
1.2.2 Price Data 7
1.2.3 Supply and Demand Data 7
1.2.4 System Operation Data 8
1.2.5 Forecast Data 8
1.2.6 Confidential Data 9
1.3 Conclusions 9
References 9
PartⅠ Load Modeling and Forecasting
2 Load Forecasting with Smart Meter Data 13
2.1 Introduction 13
2.2 Framework 14
2.3 Ensemble Learning for Probabilistic Forecasting 16
2.3.1 Quantile Regression Averaging 17
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