A time-series clustering methodology for knowledge extraction in energy consumption data

A case study on understanding energy consumption through prediction and visualization (VIMOEN)

(2020) L.G.B. Ruiz et al.   Journal of Building Engineering

Estimating the number of clusters in a dataset via consensus clustering

(2019) Ramazan Ünlü et al.   EXPERT SYSTEMS WITH APPLICATIONS

Automated load pattern learning and anomaly detection for enhancing energy management in smart buildings

(2018) Alfonso Capozzoli et al.   ENERGY

How much energy will buildings consume in 2100? A global perspective within a scenario framework

(2018) Antoine Levesque et al.   ENERGY

Development of building energy saving advisory: A data mining approach

(2018) Milad Ashouri et al.   ENERGY AND BUILDINGS

Thermal energy storage in district heating: Centralised storage vs. storage in thermal inertia of buildings

(2018) Dmytro Romanchenko et al.   ENERGY CONVERSION AND MANAGEMENT

Energy consumption forecasting based on Elman neural networks with evolutive optimization

(2018) L.G.B. Ruiz et al.   EXPERT SYSTEMS WITH APPLICATIONS

A novel distance measure for time series: Maximum shifting correlation distance

(2018) Gaoxia Jiang et al.   PATTERN RECOGNITION LETTERS

Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach

(2018) Fateh Belaïd et al.   ENERGY POLICY

Parallel memetic algorithm for training recurrent neural networks for the energy efficiency problem

(2018) L.G.B. Ruiz et al.   APPLIED SOFT COMPUTING

Energy consumption and efficiency technology measures in European non-residential buildings

(2017) Delia D'Agostino et al.   ENERGY AND BUILDINGS

A novel clustering algorithm based on data transformation approaches

(2017) Rasool Azimi et al.   EXPERT SYSTEMS WITH APPLICATIONS

The Hamming Ball Sampler

(2017) Michalis K. Titsias et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Data science for building energy management: A review

(2017) Miguel Molina-Solana et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review on time series forecasting techniques for building energy consumption

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

Improving Renewable Energy Forecasting With a Grid of Numerical Weather Predictions

(2017) Jose R. Andrade et al.   IEEE Transactions on Sustainable Energy

The importance of wave climate forecasting on the decision-making process for nearshore wave energy exploitation

(2016) Alejandro López-Ruiz et al.   APPLIED ENERGY

An Application of Non-Linear Autoregressive Neural Networks to Predict Energy Consumption in Public Buildings

(2016) Luis Ruiz et al.   Energies

A New Methodology Based on Imbalanced Classification for Predicting Outliers in Electricity Demand Time Series

(2016) Francisco Duque-Pintor et al.   Energies

Building energy-consumption status worldwide and the state-of-the-art technologies for zero-energy buildings during the past decade

(2016) Xiaodong Cao et al.   ENERGY AND BUILDINGS

An occupant behavior modeling tool for co-simulation

(2016) Tianzhen Hong et al.   ENERGY AND BUILDINGS

Decision making in renewable energy investments: A review

(2016) Eleni Strantzali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

An Energy Scheduling Algorithm Supporting Power Quality Management in Commercial Building Microgrids

(2016) Mingguo Hong et al.   IEEE Transactions on Smart Grid

Nonintrusive system for assistance and guidance in smart homes based on electrical devices identification

(2015) Corinne Belley et al.   EXPERT SYSTEMS WITH APPLICATIONS

Fault detection analysis using data mining techniques for a cluster of smart office buildings

(2015) Alfonso Capozzoli et al.   EXPERT SYSTEMS WITH APPLICATIONS

SFM: A novel sequence-based fusion method for disease genes identification and prioritization

(2015) Abdulaziz Yousef et al.   JOURNAL OF THEORETICAL BIOLOGY

Regression analysis for prediction of residential energy consumption

(2015) Nelson Fumo et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A novel approach for initializing the spherical K-means clustering algorithm

(2015) Rehab Duwairi et al.   SIMULATION MODELLING PRACTICE AND THEORY

A new methodology for building energy performance benchmarking: An approach based on intelligent clustering algorithm

(2014) Xuefeng Gao et al.   ENERGY AND BUILDINGS

Dynamic clustering of energy markets: An extended hidden Markov approach

(2014) José G. Dias et al.   EXPERT SYSTEMS WITH APPLICATIONS

Analysis of Similarity Measures in Times Series Clustering for the Discovery of Building Energy Patterns

(2013) Félix Iglesias et al.   Energies

A three-dimensional model of residential energy consumer archetypes for local energy policy design in the UK

(2012) Tao Zhang et al.   ENERGY POLICY

Modeling building occupant network energy consumption decision-making: The interplay between network structure and conservation

(2011) Jiayu Chen et al.   ENERGY AND BUILDINGS

A novel clustering method on time series data

(2011) Xiaohang Zhang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Development of a methodology for clustering electricity-price series to improve customer response initiatives

(2010) A. Gabaldón et al.   IET Generation Transmission & Distribution

Variable Selection for Clustering with Gaussian Mixture Models

(2009) Cathy Maugis et al.   BIOMETRICS

A simple and fast algorithm for K-medoids clustering

(2008) Hae-Sang Park et al.   EXPERT SYSTEMS WITH APPLICATIONS