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Short-term load forecasting [PDF]
Proceedings of the IEEE, 1987 This paper discusses the state of the art in short-term load forecasting (STLF), that is, the prediction of the system load over an interval ranging from one hour to one week. The paper reviews the important role of STLF in the on-line scheduling and security functions of an energy management system (EMS).
F D Galiana
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Cost-oriented load forecasting [PDF]
Electric Power Systems Research, 2022 Accurate load prediction is an effective way to reduce power system operation costs. Traditionally, the mean square error (MSE) is a common-used loss function to guide the training of an accurate load forecasting model. However, the MSE loss function is unable to precisely reflect the real costs associated with forecasting errors because the cost ...
Jialun Zhang, Yi Wang 0022, Gabriela Hug
openaire +3 more sources
Load Forecasting Model Using LSTM for Indian State Load Dispatch Centre
ElectricaThis paper presents an approach to address the critical challenge of load forecasting in the Indian state of Odisha. Motivated by the necessity for accurate predictions to support efficient planning and operation of the power system network, the work ...
Rashmi Bareth +3 more
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Analysis of Influencing Factors of Heat Load of Heating Power Station [PDF]
E3S Web of Conferences, 2021 Heating system load forecasting is very important in heating system planning and formulating heating plans. More accurate load forecasting can obtain greater economic and social benefits for the heating power station. The selection of influencing factors
Lu Yu, Li Rui
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IEEE Access, 2022 In the past decade, there has been unprecedented growth in distributed generation (DG) to cater to more load demand in the power grid. However, as the volume of these resources in the distribution network (DN) continues to increase, new challenges in ...
Suzana Pil Ramli +6 more
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Frontiers in Energy Research, 2021 Medium-and long-term load forecasting in the distribution network has important guiding significance for overload warning of distribution transformer, transformation of distribution network and other scenarios.
Daolu Zhang +11 more
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Short-term load forecasting method for power system based on key feature optimization
Zhejiang dianli, 2023 Accurate forecasting of short-term power load is an important condition for the safe and economic operation of the power system. To improve the accuracy of short-term load forecasting for the power system， a short-term load forecasting method based on ...
ZHU Geng +4 more
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A Review of Deep Transfer Learning Strategy for Energy Forecasting [PDF]
Nature Environment and Pollution Technology, 2023 Over the past decades, energy forecasting has attracted many researchers. The electrification of the modern world influences the necessity of electricity load, wind energy, and solar energy forecasting in power sectors.
S. Siva Sankari and P. Senthil Kumar
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An adaptive forecasting method for the aggregated load with pattern matching
Frontiers in Energy Research, 2023 Electrical load forecasting plays a vital role in the operation of power system. In this paper, a novel adaptive short-term load forecasting method for the aggregated load is built.
Yikun Tang +6 more
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A Short-Term Load Forecasting Method Using Integrated CNN and LSTM Network
IEEE Access, 2021 In this study, a new technique is proposed to forecast short-term electrical load. Load forecasting is an integral part of power system planning and operation.
Shafiul Hasan Rafi +3 more
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