A Pragmatic Investigation of Energy Consumption and Utilization Models in the Urban Sector Using Predictive Intelligence Approaches

Stacked KNN with hard voting predictive approach to assist hiring process in IT organizations

(2021) Sushruta Mishra et al.   INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION

A hybrid model for building energy consumption forecasting using long short term memory networks

(2020) Nivethitha Somu et al.   APPLIED ENERGY

Multiple Site Intraday Solar Irradiance Forecasting by Machine Learning Algorithms: MGGP and MLP Neural Networks

(2020) Gabriel Mendonça de Paiva et al.   Energies

EAGA-MLP—An Enhanced and Adaptive Hybrid Classification Model for Diabetes Diagnosis

(2020) Sushruta Mishra et al.   SENSORS

Optimization of Skewed Data Using Sampling-Based Preprocessing Approach

(2020) Sushruta Mishra et al.   Frontiers in Public Health

Digital media news categorization using Bernoulli document model for web content convergence

(2020) Pradeep Kumar Mallick et al.   Personal and Ubiquitous Computing

Performance Evaluation of a Proposed Machine Learning Model for Chronic Disease Datasets Using an Integrated Attribute Evaluator and an Improved Decision Tree Classifier

(2020) Sushruta Mishra et al.   Applied Sciences-Basel

Machine learning based system for managing energy efficiency of public sector as an approach towards smart cities

(2020) Marijana Zekić-Sušac et al.   INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT

Accuracy analyses and model comparison of machine learning adopted in building energy consumption prediction

(2019) Zhijian Liu et al.   ENERGY EXPLORATION & EXPLOITATION

Deep learning-based feature engineering methods for improved building energy prediction

(2019) Cheng Fan et al.   APPLIED ENERGY

A Comparative Study of Time Series Forecasting Methods for Short Term Electric Energy Consumption Prediction in Smart Buildings

(2019) Federico Divina et al.   Energies

A stepwise approach integrating feature selection, regression techniques and cluster analysis to identify primary retrofit interventions on large stocks of buildings

(2019) Lorenza Pistore et al.   Sustainable Cities and Society

Tuning machine learning models for prediction of building energy loads

(2019) Saleh Seyedzadeh et al.   Sustainable Cities and Society

Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm

(2019) Wei Wang et al.   APPLIED ENERGY

Transitioning Island Energy Systems—Local Conditions, Development Phases, and Renewable Energy Integration

(2019) Hannah Mareike Marczinkowski et al.   Energies

Promotion of solar energies usage in Iran: A scenario-based road map

(2019) Seyed Mahmoud Zanjirchi et al.   RENEWABLE ENERGY

Spatial distribution of building energy use in the United States through satellite imagery of the earth at night

(2018) Derek Fehrer et al.   BUILDING AND ENVIRONMENT

Estimating residential energy consumption in metropolitan areas: A microsimulation approach

(2018) Wenwen Zhang et al.   ENERGY

Random Forest based hourly building energy prediction

(2018) Zeyu Wang et al.   ENERGY AND BUILDINGS

Adaptive learning based data-driven models for predicting hourly building energy use

(2018) Liping Wang et al.   ENERGY AND BUILDINGS

A novel ensemble learning approach to support building energy use prediction

(2018) Zeyu Wang et al.   ENERGY AND BUILDINGS

A review of data-driven building energy consumption prediction studies

(2018) Kadir Amasyali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

On-line Building Energy Optimization using Deep Reinforcement Learning

(2018) Elena Mocanu et al.   IEEE Transactions on Smart Grid

Energy Consumption Forecasting for University Sector Buildings

(2017) Khuram Pervez Amber et al.   Energies

Modeling urban building energy use: A review of modeling approaches and procedures

(2017) Wenliang Li et al.   ENERGY

Input variable selection for thermal load predictive models of commercial buildings

(2017) Dimitrios-Stavros Kapetanakis et al.   ENERGY AND BUILDINGS

Efficient Energy Management for the Internet of Things in Smart Cities

(2017) Waleed Ejaz et al.   IEEE COMMUNICATIONS MAGAZINE

A review on time series forecasting techniques for building energy consumption

(2017) Chirag Deb et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review of artificial intelligence based building energy use prediction: Contrasting the capabilities of single and ensemble prediction models

(2017) Zeyu Wang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A Hybrid Algorithm for Short-Term Solar Power Prediction—Sunshine State Case Study

(2017) Arash Asrari et al.   IEEE Transactions on Sustainable Energy

Energy consumption control automation using Artificial Neural Networks and adaptive algorithms: Proposal of a new methodology and case study

(2016) Miriam Benedetti et al.   APPLIED ENERGY

A Review of Classification Problems and Algorithms in Renewable Energy Applications

(2016) María Pérez-Ortiz et al.   Energies

Artificial Intelligent Models for Improved Prediction of Residential Space Heating

(2016) Zeyu Wang et al.   JOURNAL OF ENERGY ENGINEERING

Hybrid machine learning forecasting of solar radiation values

(2016) Yvonne Gala et al.   NEUROCOMPUTING

A review on building energy efficient design optimization rom the perspective of architects

(2016) Xing Shi et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Artificial Intelligent Models for Improved Prediction of Residential Space Heating

(2016) Zeyu Wang et al.   JOURNAL OF ENERGY ENGINEERING

Why is the reliability of building simulation limited as a tool for evaluating energy conservation measures?

(2015) Nan Li et al.   APPLIED ENERGY

Energy Consumption Prediction for Electric Vehicles Based on Real-World Data

(2015) Cedric De Cauwer et al.   Energies

A novel hybrid approach based on self-organizing maps, support vector regression and particle swarm optimization to forecast solar irradiance

(2015) Zibo Dong et al.   ENERGY

Ensemble of various neural networks for prediction of heating energy consumption

(2015) Radiša Ž. Jovanović et al.   ENERGY AND BUILDINGS

Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring granularity on performance accuracy

(2014) Rishee K. Jain et al.   APPLIED ENERGY

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

Methods for benchmarking building energy consumption against its past or intended performance: An overview

(2014) Zhengwei Li et al.   APPLIED ENERGY

Multi-model prediction and simulation of residential building energy in urban areas of Chongqing, South West China

(2014) Shazia Farzana et al.   ENERGY AND BUILDINGS

Development of a methodology for wind energy estimation and wind park design

(2014) Mohamed Abbes et al.   Journal of Renewable and Sustainable Energy

A review on applications of ANN and SVM for building electrical energy consumption forecasting

(2014) A.S. Ahmad et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Quantitative Analysis of VIIRS DNB Nightlight Point Source for Light Power Estimation and Stability Monitoring

(2014) Changyong Cao et al.   Remote Sensing

Spatial mapping of building energy demand in Great Britain

(2013) Simon C. Taylor et al.   Global Change Biology Bioenergy

Enabling smart cities through a cognitive management framework for the internet of things

(2013) Panagiotis Vlacheas et al.   IEEE COMMUNICATIONS MAGAZINE

State of the art in building modelling and energy performances prediction: A review

(2013) Aurélie Foucquier et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools

(2012) Athanasios Tsanas et al.   ENERGY AND BUILDINGS

Predicting future hourly residential electrical consumption: A machine learning case study

(2012) Richard E. Edwards et al.   ENERGY AND BUILDINGS

Optimal Home Energy Management Under Dynamic Electrical and Thermal Constraints

(2012) Francesco De Angelis et al.   IEEE Transactions on Industrial Informatics

Genetic-Algorithm-Based Optimization Approach for Energy Management

(2012) A. Arabali et al.   IEEE TRANSACTIONS ON POWER DELIVERY

A review on the prediction of building energy consumption

(2012) Hai-xiang Zhao et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Optimization of envelope and HVAC systems selection for residential buildings

(2011) Youssef Bichiou et al.   ENERGY AND BUILDINGS

Genetic-algorithm based approach to optimize building envelope design for residential buildings

(2010) Daniel Tuhus-Dubrow et al.   BUILDING AND ENVIRONMENT

Artificial neural networks for energy analysis of office buildings with daylighting

(2009) S.L. Wong et al.   APPLIED ENERGY

Multiobjective optimization of building design using TRNSYS simulations, genetic algorithm, and Artificial Neural Network

(2009) Laurent Magnier et al.   BUILDING AND ENVIRONMENT

Greek long-term energy consumption prediction using artificial neural networks

(2009) L. Ekonomou   ENERGY

Classification of Energy Consumption in Buildings With Outlier Detection

(2009) Xiaoli Li et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Prediction of building energy consumption by using artificial neural networks

(2008) Betul Bektas Ekici et al.   ADVANCES IN ENGINEERING SOFTWARE