Evaluation and improvement of energy consumption prediction models using principal component analysis based feature reduction

Prediction of energy consumption in hotel buildings via support vector machines

(2020) Minglei Shao et al.   Sustainable Cities and Society

Optimal design of building environment with hybrid genetic algorithm, artificial neural network, multivariate regression analysis and fuzzy logic controller

(2020) Tianhu Zhang et al.   BUILDING AND ENVIRONMENT

Simulation optimisation towards energy efficient green buildings: Current status and future trends

(2020) Vincent J.L. Gan et al.   JOURNAL OF CLEANER PRODUCTION

An improved moth-flame optimization algorithm for support vector machine prediction of photovoltaic power generation

(2020) Guo-Qian Lin et al.   JOURNAL OF CLEANER PRODUCTION

A comprehensive review of hybrid models for solar radiation forecasting

(2020) Mawloud Guermoui et al.   JOURNAL OF CLEANER PRODUCTION

Predicting energy consumption in multiple buildings using machine learning for improving energy efficiency and sustainability

(2020) Anh-Duc Pham et al.   JOURNAL OF CLEANER PRODUCTION

Prediction and optimization of energy consumption in an office building using artificial neural network and a genetic algorithm

(2020) Marjan Ilbeigi et al.   Sustainable Cities and Society

Data-driven approach to prediction of residential energy consumption at urban scales in London

(2019) Abdo Abdullah Ahmed Gassar et al.   ENERGY

Algorithm selection and combining multiple learners for residential energy prediction

(2019) Onat Güngör et al.   Future Generation Computer Systems-The International Journal of eScience

Using fuzzy clustering and weighted cumulative probability distribution techniques for optimal design of phase change material thermal energy storage

(2019) Wenye Lin et al.   JOURNAL OF CLEANER PRODUCTION

Reducing environmental pollution and fuel consumption using optimization algorithm to develop combined cooling heating and power system operation strategies

(2019) Ling-Ling Li et al.   JOURNAL OF CLEANER PRODUCTION

An artificial neural network (ANN) expert system enhanced with the electromagnetism-based firefly algorithm (EFA) for predicting the energy consumption in buildings

(2019) Dac-Khuong Bui et al.   ENERGY

Transfer learning with deep neural networks for model predictive control of HVAC and natural ventilation in smart buildings

(2019) Yujiao Chen et al.   JOURNAL OF CLEANER PRODUCTION

Predicting electricity consumption for commercial and residential buildings using deep recurrent neural networks

(2018) Aowabin Rahman et al.   APPLIED ENERGY

Robust ensemble learning framework for day-ahead forecasting of household based energy consumption

(2018) Mohammad H. Alobaidi et al.   APPLIED ENERGY

Machine learning-based thermal response time ahead energy demand prediction for building heating systems

(2018) Yabin Guo et al.   APPLIED ENERGY

Degradation based operational optimization model to improve the productivity of energy systems, case study: Solid oxide fuel cell stacks

(2018) Tarannom Parhizkar et al.   ENERGY CONVERSION AND MANAGEMENT

A principal component analysis based three-dimensional sustainability assessment model to evaluate corporate sustainable performance

(2018) Qiuhong Jiang et al.   JOURNAL OF CLEANER PRODUCTION

Real-time prediction model for indoor temperature in a commercial building

(2018) Zakia Afroz et al.   APPLIED ENERGY

Grey relational analysis, principal component analysis and forecasting of carbon emissions based on long short-term memory in China

(2018) Yuansheng Huang et al.   JOURNAL OF CLEANER PRODUCTION

Data driven prediction models of energy use of appliances in a low-energy house

(2017) Luis M. Candanedo et al.   ENERGY AND BUILDINGS

Urban energy planning procedure for sustainable development in the built environment: A review of available spatial approaches

(2017) Sara Torabi Moghadam et al.   JOURNAL OF CLEANER PRODUCTION

Energy consumption model and energy efficiency of machine tools: a comprehensive literature review

(2016) Lirong Zhou et al.   JOURNAL OF CLEANER PRODUCTION

Electrical consumption forecasting in hospital facilities: An application case

(2015) A. Bagnasco et al.   ENERGY AND BUILDINGS

Development of prediction models for next-day building energy consumption and peak power demand using data mining techniques

(2014) Cheng Fan et al.   APPLIED ENERGY

Modeling heating and cooling loads by artificial intelligence for energy-efficient building design

(2014) Jui-Sheng Chou et al.   ENERGY AND BUILDINGS

Revealing occupancy patterns in an office building through the use of occupancy sensor data

(2013) Carlos Duarte et al.   ENERGY AND BUILDINGS

Applying support vector machine to predict hourly cooling load in the building

(2009) Qiong Li et al.   APPLIED ENERGY