Influence of smart meters on the accuracy of methods for forecasting natural gas consumption

Forecasting natural gas consumption of China by using a novel fractional grey model with time power term

(2021) Chong Liu et al.   Energy Reports

US natural gas consumption prediction using an improved kernel-based nonlinear extension of the Arps decline model

(2020) Hongfang Lu et al.   ENERGY

Medium-term wind power forecasting based on multi-resolution multi-learner ensemble and adaptive model selection

(2020) Chao Chen et al.   ENERGY CONVERSION AND MANAGEMENT

Smart meters data for modeling and forecasting water demand at the user-level

(2020) Jorge E. Pesantez et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Forecasting based on an ensemble Autoregressive Moving Average - Adaptive neuro - Fuzzy inference system – Neural network - Genetic Algorithm Framework

(2020) Francisco Prado et al.   ENERGY

A hybrid model based on data preprocessing strategy and error correction system for wind speed forecasting

(2020) Ying Deng et al.   ENERGY CONVERSION AND MANAGEMENT

A day-ahead PV power forecasting method based on LSTM-RNN model and time correlation modification under partial daily pattern prediction framework

(2020) Fei Wang et al.   ENERGY CONVERSION AND MANAGEMENT

A hybrid neuro-fuzzy inference system-based algorithm for time series forecasting applied to energy consumption prediction

(2020) Mohammed Ali Jallal et al.   APPLIED ENERGY

A novel Grey Bernoulli model for short-term natural gas consumption forecasting

(2020) Wenqing Wu et al.   APPLIED MATHEMATICAL MODELLING

Application of a novel discrete grey model for forecasting natural gas consumption: A case study of Jiangsu Province in China

(2020) Weijie Zhou et al.   ENERGY

First results of remote building characterisation based on smart meter measurement data

(2020) Andreas Melillo et al.   ENERGY

A new short-term wind speed forecasting method based on fine-tuned LSTM neural network and optimal input sets

(2020) Gholamreza Memarzadeh et al.   ENERGY CONVERSION AND MANAGEMENT

Wind speed forecasting using a new multi-factor fusion and multi-resolution ensemble model with real-time decomposition and adaptive error correction

(2020) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Energy management for the industrial sector in smart grid system

(2020) Amam Hossain Bagdadee et al.   Energy Reports

A MFO-based conformable fractional nonhomogeneous grey Bernoulli model for natural gas production and consumption forecasting

(2020) Chengli Zheng et al.   APPLIED SOFT COMPUTING

Short-term natural gas consumption forecasting from long-term data collection

(2020) Radek Svoboda et al.   ENERGY

A systematic data-driven Demand Side Management method for smart natural gas supply systems

(2019) Huai Su et al.   ENERGY CONVERSION AND MANAGEMENT

A hybrid hourly natural gas demand forecasting method based on the integration of wavelet transform and enhanced Deep-RNN model

(2019) Huai Su et al.   ENERGY

Smart metering in the Netherlands: What, how, and why

(2019) Pol Van Aubel et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Daily natural gas consumption forecasting via the application of a novel hybrid model

(2019) Nan Wei et al.   APPLIED ENERGY

A method for natural gas forecasting and preliminary allocation based on unique standard natural gas consumption profiles

(2019) J. Ravnik et al.   ENERGY

Deterministic wind energy forecasting: A review of intelligent predictors and auxiliary methods

(2019) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

A novel energy consumption forecasting model combining an optimized DGM (1, 1) model with interval grey numbers

(2019) Jing Ye et al.   JOURNAL OF CLEANER PRODUCTION

Nature-inspired metaheuristic ensemble model for forecasting energy consumption in residential buildings

(2019) Duc-Hoc Tran et al.   ENERGY

Wind power forecasting based on daily wind speed data using machine learning algorithms

(2019) Halil Demolli et al.   ENERGY CONVERSION AND MANAGEMENT

A review of deep learning for renewable energy forecasting

(2019) Huaizhi Wang et al.   ENERGY CONVERSION AND MANAGEMENT

A novel two-stage deep learning wind speed forecasting method with adaptive multiple error corrections and bivariate Dirichlet process mixture model

(2019) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Combined electricity-heat-cooling-gas load forecasting model for integrated energy system based on multi-task learning and least square support vector machine

(2019) Zhongfu Tan et al.   JOURNAL OF CLEANER PRODUCTION

Formation of energy policy in Europe, taking into account trends in the global market

(2019) I.V. Provornaya et al.   Energy Reports

Short-term load forecasting of urban gas using a hybrid model based on improved fruit fly optimization algorithm and support vector machine

(2019) Hongfang Lu et al.   Energy Reports

Forecasting of wind energy technology domains based on the technology life cycle approach

(2019) Mohammad Dehghani Madvar et al.   Energy Reports

Sizing of district heating systems based on smart meter data: Quantifying the aggregated domestic energy demand and demand diversity in the UK

(2019) Zhikun Wang et al.   ENERGY

Forecast the electricity price of U.S. using a wavelet transform-based hybrid model

(2019) Weibiao Qiao et al.   ENERGY

Comparing smart metered, residential power demand with standard load profiles

(2019) Christoph Stegner et al.   Sustainable Energy Grids & Networks

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

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

Scenario Analysis of Natural Gas Consumption in China Based on Wavelet Neural Network Optimized by Particle Swarm Optimization Algorithm

(2018) Deyun Wang et al.   Energies

A hybrid model based on selective ensemble for energy consumption forecasting in China

(2018) Jin Xiao et al.   ENERGY

Wind speed forecasting using nonlinear-learning ensemble of deep learning time series prediction and extremal optimization

(2018) Jie Chen et al.   ENERGY CONVERSION AND MANAGEMENT

Solar photovoltaic generation forecasting methods: A review

(2018) Sobrina Sobri et al.   ENERGY CONVERSION AND MANAGEMENT

Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm

(2018) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Forecasting methods in energy planning models

(2018) Kumar Biswajit Debnath et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Analysis and forecasting of the carbon price using multi—resolution singular value decomposition and extreme learning machine optimized by adaptive whale optimization algorithm

(2018) Wei Sun et al.   APPLIED ENERGY

Short-Term Load Forecasting of Natural Gas with Deep Neural Network Regression †

(2018) Gregory Merkel et al.   Energies

A comparison of models for forecasting the residential natural gas demand of an urban area

(2018) Rok Hribar et al.   ENERGY

Day-Ahead Natural Gas Demand Forecasting Using Optimized ABC-Based Neural Network with Sliding Window Technique: The Case Study of Regional Basis in Turkey

(2017) Mustafa Akpinar et al.   Energies

Multifactor-influenced energy consumption forecasting using enhanced back-propagation neural network

(2017) Yu-Rong Zeng et al.   ENERGY

Daily electricity consumption profiles from smart meters - Proxies of behavior for space heating and cooling

(2017) João Pedro Gouveia et al.   ENERGY

Vulnerability and resistance in the United Kingdom's smart meter transition

(2017) Benjamin K. Sovacool et al.   ENERGY POLICY

Model for forecasting residential heat demand based on natural gas consumption and energy performance indicators

(2016) Alessandro Spoladore et al.   APPLIED ENERGY

Classification for consumption data in smart grid based on forecasting time series

(2016) Kálmán Tornai et al.   ELECTRIC POWER SYSTEMS RESEARCH

Forecasting the natural gas demand in China using a self-adapting intelligent grey model

(2016) Bo Zeng et al.   ENERGY

Daily natural gas consumption forecasting based on a structure-calibrated support vector regression approach

(2016) Yun Bai et al.   ENERGY AND BUILDINGS

Linear and non-linear autoregressive models for short-term wind speed forecasting

(2016) M. Lydia et al.   ENERGY CONVERSION AND MANAGEMENT

The British public’s perception of the UK smart metering initiative: Threats and opportunities

(2016) Kathryn Buchanan et al.   ENERGY POLICY

Energy efficiency and natural gas consumption in the context of economic development in the European Union

(2016) Sergey Balitskiy et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Smart metering trends, implications and necessities: A policy review

(2016) Javier Leiva et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

An autonomous demand response program for electricity and natural gas networks in smart energy hubs

(2015) Aras Sheikhi et al.   ENERGY

Appraisal of the support vector machine to forecast residential heating demand for the District Heating System based on the monthly overall natural gas consumption

(2015) Nima Izadyar et al.   ENERGY

Day-ahead load forecast using random forest and expert input selection

(2015) A. Lahouar et al.   ENERGY CONVERSION AND MANAGEMENT

An estimation model for determining the annual energy cost budget in educational facilities using SARIMA (seasonal autoregressive integrated moving average) and ANN (artificial neural network)

(2014) Kwangbok Jeong et al.   ENERGY

Determining appliance energy usage with a high-resolution metering system for residential natural gas meters

(2013) M. Tewolde et al.   APPLIED ENERGY

Day-ahead deregulated electricity market price forecasting using neural network input featured by DCT

(2013) S. Anbazhagan et al.   ENERGY CONVERSION AND MANAGEMENT

An assessment of the Italian smart gas metering program

(2013) Matteo Di Castelnuovo et al.   ENERGY POLICY

Econometric perspective of the energy consumption and economic growth relation in European Union

(2012) Corina Pirlogea et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

On the relationship between energy consumption, CO2 emissions and economic growth in Europe

(2010) Ali Acaravci et al.   ENERGY