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Article

Forecasting energy demand using neural-network-based grey residual modification models

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Pages 556-565 | Received 18 Apr 2016, Accepted 13 Sep 2016, Published online: 21 Dec 2017

References

  • ChangCJDaiWLChenCCA novel procedure for multimodel development using the grey silhouette coefficient for small-data-set forecastingJournal of the Operational Research Society201566111887189410.1057/jors.2015.17
  • ChangCJLiDCHuangYHChenCCA novel gray forecasting model based on the box plot for small manufacturing data setsApplied Mathematics and Computation2015265C40040810.1016/j.amc.2015.05.006
  • CuiJLiuSFZengBXieNMA novel grey forecasting model and its optimizationApplied Mathematical Modelling20133764399440610.1016/j.apm.2012.09.052
  • DengJLControl problems of grey systemsSystems and Control Letters19821528829410.1016/S0167-6911(82)80025-X
  • DuranMToksariEstimating the net electricity energy generation and demand using ant colony optimization approach: Case of Turkey, Energy Policy200937311811187
  • EdigerVSAkarSARIMA forecasting of primary energy demand by fuel in TurkeyEnergy Policy20073531701170810.1016/j.enpol.2006.05.009
  • FengSJMaYDSongZLYingJForecasting the energy consumption of China by the grey prediction modelEnergy Sources, Part B: Economics, Planning, and Policy20127437638910.1080/15567240903330426
  • GoldbergDEGenetic Algorithms in Search, Optimization, and Machine Learning1989MAAddison-Wesley
  • GonzalezPAZamarrenoJAPrediction of hourly energy consumption in buildings based on a feedback artificial neural networkEnergy and Buildings200537659560110.1016/j.enbuild.2004.09.006
  • HsuCCChenCYApplications of improved grey prediction model for power demand forecastingEnergy Conversion and Management200344142241224910.1016/S0196-8904(02)00248-0
  • HsuCIWenYUImproved Grey prediction models for trans-Pacific air passenger marketTransportation Planning and Technology19982228710710.1080/03081069808717622
  • HuYCPattern classification by multi-layer perceptron using fuzzy integral-based activation functionApplied Soft Computing201010381381910.1016/j.asoc.2009.09.011
  • HuYCPattern classification using grey tolerance rough setsKybernetes201645226628110.1108/K-04-2015-0105
  • HuYCTzengGHHsuYTChenRSUsing learning algorithm to find the developing coefficient and control variable of GM(1,1) modelJournal of The Chinese Grey System Association2001411726
  • HuYCChiuYJLiaoYLLiQA fuzzy similarity measure for collaborative filtering using nonadditive grey relational analysisJournal of Grey System201527293103
  • LauretPFockERandrianarivonyRNManicom-RamasamyJFBayesian neural network approach to short time load forecastingEnergy Conversion and Management20084951156116610.1016/j.enconman.2007.09.009
  • LeeSCShihLHForecasting of electricity costs based on an enhanced gray-based learning model: A case study of renewable energy in TaiwanTechnological Forecasting and Social Change20117871242125310.1016/j.techfore.2011.02.009
  • LeeYSTongLIForecasting energy consumption using a grey model improved by incorporating genetic programmingEnergy Conversion and Management201152114715210.1016/j.enconman.2010.06.053
  • LewisCIndustrial and Business Forecasting Methods1982LondonButterworth Scientific
  • LiuZYGlobal Energy Internet2015BeijingChina Electric Power Press
  • LiuSLinYGrey Information: Theory and Practical Applications2006LondonSpringer
  • LuoDRGuoKZHuangHRCaoBYNasseriHRegional economic forecasting combination model based on RAR + SVRFuzzy Information & Engineering and Operations Research & Management, Advances in Intelligent Systems and Computing2013BerlinSpringer329338
  • MakridakisSAccuracy measures: Theoretical and practical concernsInternational Journal of Forecasting19939452752910.1016/0169-2070(93)90079-3
  • ManKFTangKSKwongSGenetic Algorithms: Concepts and Designs1999LondonSpringer
  • MaoMZChirwaECApplication of grey model GM(1,1) to vehicle fatality risk estimationTechnological Forecasting and Social Change200673558860510.1016/j.techfore.2004.08.004
  • China Statistical Yearbook 20142014BeijingChina Statistics Press
  • PiDLiuJQinXA grey prediction approach to forecasting energy demand in ChinaEnergy Sources, Part A: Recovery, Utilization, and Environmental Effects201032161517152810.1080/15567030902780360
  • RooijAJFJainLCJohnsonRPNeural Network Training Using Genetic Algorithms1996SingaporeWorld Scientific
  • SmithKAGuptaJNDNeural Networks in Business: Techniques and Applications2002Hershey, PAIdea Group
  • SuganthiLSamuelAAEnergy models for demand forecasting-A reviewRenewable and Sustainable Energy Reviews20121621223124010.1016/j.rser.2011.08.014
  • TsaurRCLiaoYCForecasting LCD TV demand using the fuzzy grey model GM(1,1)International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems200715675376710.1142/S0218488507004984
  • TutunSChouCACanıyılmazEA new forecasting framework for volatile behavior in net electricity consumption: A case study in TurkeyEnergy20159322406242210.1016/j.energy.2015.10.064
  • VonkjEJainLCJohnsonRPAutomatic Generation of Neural Network Architecture Using Evolutionary Computation1997SingaporeWorld Scientific
  • WangZXHaoPAn improved grey multivariable model for predicting industrial energy consumption in ChinaApplied Mathematical Modelling20164011–125745575810.1016/j.apm.2016.01.012
  • WangCHHsuLCUsing genetic algorithms grey theory to forecast high technology industrial outputApplied Mathematics and Computation2008195125626310.1016/j.amc.2007.04.080
  • WeiJZhouLWangFWuDWork safety evaluation in Mainland China using grey theoryApplied Mathematical Modelling201539292493310.1016/j.apm.2014.06.017
  • WeissSMKulikowskiCAComputer Systems That Learn: Classification and Prediction Methods from Statistics, Neural Nets, Machine Learning, and Expert Systems1991CAMorgan Kaufmann
  • WenKLGrey Systems Modeling and Prediction2004TucsonYang’s Scientific Research Institute
  • WuLLiuSWangYGrey Lotka–Volterra model and its applicationTechnological Forecasting and Social Change20127991720173010.1016/j.techfore.2012.04.020
  • WuLLiuSYaoLYanSLiuDGrey system model with the fractional order accumulationCommunications in Nonlinear Science and Numerical Simulation20131871775178510.1016/j.cnsns.2012.11.017
  • WuLLiuSYaoLYanSLiuDThe effect of sample size on the grey system modelApplied Mathematical Modelling20133796577658310.1016/j.apm.2013.01.018
  • XiaCWangJShort McMenemyKMedium and long term load forecasting model and virtual load forecaster based on radial basis function neural networksElectrical Power and Energy Systems201032774375010.1016/j.ijepes.2010.01.009
  • XieNMLiuSFDiscrete grey forecasting model and its optimizationApplied Mathematical Modelling20093321173118610.1016/j.apm.2008.01.011
  • ZengBMengWTongMYA self-adaptive intelligence grey predictive model with alterable structure and its applicationEngineering Applications of Artificial Intelligence201650C23624410.1016/j.engappai.2015.12.011
  • ZhouPAngBWPohKLA trigonometric grey prediction approach to forecasting electricity demandEnergy200631142839284710.1016/j.energy.2005.12.002

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