Electric power consumption - Forecasting - Statistical methods
Seasonal forecasting of hydrological drought in the Limpopo Basin: a comparison of statistical methods
... The term “teleconnection” refers to the influence of some- times remote ocean regions on atmospheric variables, such as moisture content or precipitation. Past studies on southern African precipitation found ...
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Multi-step short-term power consumption forecasting with a hybrid deep learning strategy
... Abstract: Electric power consumption short-term forecasting for individual households is an important and challenging topic in the fields of AI-enhanced energy saving, smart grid planning, ...
15
Survey on Machine Learning based Electric Consumption Forecasting using Smart Meter Data
... managing electric power consumption is one of the technologies which helps both customer as well as electric power ...seamless electric power and energy flow are the ...
7
A critical review of wind power forecasting methods - past, present and future
... wind power forecasting models, focusing on methods of analysis, prediction time scales, error measurements and accuracy ...physical methods are more complex and need considerable computing ...
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ANN and Statistical Theory Based Forecasting and Analysis of Power System Variables
... The statistical methods such as Beta Probability Distribution Function & Cumulative (Weibull) Distribution have been used for calculating average load demand on monthly as well as daily ...
6
A novel ensemble method for electric vehicle power consumption forecasting: Application to the Spanish system
... of electric vehicle across the world has become one of the most challenging issues for environmental ...to power companies, since they must adapt their generation to a new scenario, in which electric ...
17
Forecasting the Demand of Short Term Electric Power Load with Large Scale LP SVR
... England Power Pool (NEPOOL) region from 2004 to 2007 and tested on out-of-sample data from ...extra power that would need to be produced if FFNN was ...predicting power loads to a very low error, and ...
9
Research on Distributed Power Supply Consumption Method Combined with Electric Heating System
... In terms of participation mode, first of all, the paper determines the controllable load resources and types through users’ energy diagnosis, which can be divided into adjustable and interruptible control types in ...
5
Forecasting Models for Integration of Large-Scale Renewable Energy Generation to Electric Power Systems
... To solve the optimization problem in Eq. (2-13), 𝛾 and 𝜎, which are called hyperparameters, should be selected through optimization before training the LSSVM. In this regard, a coupled simulated annealing (CSA) [71] is ...
229
Different Methods of Long-Term Electric Load Demand Forecasting a Comprehensive Review
... load forecasting represents the first step in developing future generation, transmission, and distribution ...classical forecasting techniques, when applied to forecasting problem in mature and ...
11
Medium Term Load Forecasting for Jordan Electric Power System Using Particle Swarm Optimization Algorithm Based on Least Square Regression Methods
... A Particle swarm optimization PSO technique is used to find the optimal para- meters for different forecasting methods. This algorithm is used to solve a wide class of complex optimization problems in ...
22
Short Term Electric Load Forecasting.
... energy consumption of US is lower than that of 2008, because people were using power more conservatively, and lots of businesses were ...energy consumption on the circuit level is affected by urban ...
175
An Intelligent System For Forecasting Electric Load And Price
... India consumption of electricity increasing approximately 10-11% per ...on electric load is very necessary for this purpose most important factor is an efficient forecasting system of electric ...
6
Statistical and Simulation analysis of Small Wind Power Forecasting for House hold applications – A Case Study
... the power demand and it has also resulted in the fast rate of depletion of fossil fuel reserves ...wind power has become easier due to the recent advancement in the technologies with a cost effective plan ...
5
Solar Power Forecasting
... of methods directly predict the output of the PV power systems, without the need to firstly predict the solar ...PV power data which is readily available, and the additional data sources include ...
154
Study on Communication Methods for Electric Power High-voltage Equipment Monitoring System
... In the software design, the data collection algorithm of high voltage equipment monitoring system is optimized, and fuzzy comprehensive algorithm and opportunis- tic routing algorithm are applied. As data is being ...
8
Advanced forecasting methods for renewable generation and loads in modern power systems
... Measurements were taken for the total load, loads of each feeder, and single loads (such as individual machines, the office building, electrical pumps, and robots). The measurement system included 19 measurement points ...
193
Modeling and Forecasting Electric Vehicle Consumption Profiles
... of electric vehicles (EVs)—electric battery and plug-in hybrids—reached 2 million units worldwide in 2016, accounting for ...more power than any other appliances ...manage electric household ...
15
Forecasting Intra-Hour Imbalances in Electric Power Systems
... basic forecasting techniques such as ARIMA and exponential smoothing, because of the non-periodic, non-stationary and noisy character of imbalance ...to methods based on a linear regression, and the fact ...
6
Power Load Management Techniques and Methods in Electric Power System
... the electric supply system, and their loads have a notable effect on increasing system peak ...electricity consumption in the summer months due to A/C ...
8