4.5 Article

Equipping Seasonal Exponential Smoothing Models with Particle Swarm Optimization Algorithm for Electricity Consumption Forecasting

Related references

Note: Only part of the references are listed.
Article Energy & Fuels

Orthogonalization and machine learning methods for residential energy estimation with social and economic indicators

Abiola S. Lawal et al.

Summary: This study aims to identify key factors influencing residential energy use and develops energy models for zip codes in Atlanta and Georgia using orthogonalization algorithms. The results show that sociodemographic factors significantly impact natural gas and electricity use, with electricity use being influenced by interstate infrastructure and social demographic factors.

APPLIED ENERGY (2021)

Article Construction & Building Technology

Predictive artificial neural network models to forecast the seasonal hourly electricity consumption for a University Campus

Jihui Yuan et al.

SUSTAINABLE CITIES AND SOCIETY (2018)

Article Engineering, Multidisciplinary

An improved seasonal rolling grey forecasting model using a cycle truncation accumulated generating operation for traffic flow

Xinping Xiao et al.

APPLIED MATHEMATICAL MODELLING (2017)

Article Economics

Forecasting electricity consumption in Pakistan: the way forward

Anwar Hussain et al.

ENERGY POLICY (2016)

Review Engineering, Electrical & Electronic

Forecasting the load of electrical power systems in mid- and long-term horizons: a review

Swasti R. Khuntia et al.

IET GENERATION TRANSMISSION & DISTRIBUTION (2016)

Article Engineering, Electrical & Electronic

Forecasting electricity consumption: A comparison of regression analysis, neural networks and least squares support vector machines

Fazil Kaytez et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2015)

Article Engineering, Electrical & Electronic

Interval Type-2 Fuzzy Logic Systems for Load Forecasting: A Comparative Study

Abbas Khosravi et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2012)

Article Energy & Fuels

Analysis and forecasting of nonresidential electricity consumption in Romania

Vincenzo Bianco et al.

APPLIED ENERGY (2010)

Article Energy & Fuels

Long term electric load forecasting based on particle swarm optimization

M. R. AlRashidi et al.

APPLIED ENERGY (2010)

Article Economics

An evaluation of methods for very short-term load forecasting using minute-by-minute British data

James W. Taylor

INTERNATIONAL JOURNAL OF FORECASTING (2008)

Article Automation & Control Systems

Particle swarm optimization with recombination and dynamic linkage discovery

Ying-Ping Chen et al.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS (2007)

Article Management

Short-term electricity demand forecasting using double seasonal exponential smoothing

JW Taylor

JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY (2003)

Article Computer Science, Information Systems

The particle swarm optimization algorithm: convergence analysis and parameter selection

IC Trelea

INFORMATION PROCESSING LETTERS (2003)

Article Economics

A state space framework for automatic forecasting using exponential smoothing methods

RJ Hyndman et al.

INTERNATIONAL JOURNAL OF FORECASTING (2002)