A review of the-state-of-the-art in data-driven approaches for building energy prediction
Building energy prediction plays a vital role in develo** a model predictive controller for
consumers and optimizing energy distribution plan for utilities. Common approaches for …
consumers and optimizing energy distribution plan for utilities. Common approaches for …
Methods of forecasting electric energy consumption: A literature review
RV Klyuev, ID Morgoev, AD Morgoeva, OA Gavrina… - Energies, 2022 - mdpi.com
Balancing the production and consumption of electricity is an urgent task. Its implementation
largely depends on the means and methods of planning electricity production. Forecasting is …
largely depends on the means and methods of planning electricity production. Forecasting is …
A systematic review of statistical and machine learning methods for electrical power forecasting with reported mape score
Electric power forecasting plays a substantial role in the administration and balance of
current power systems. For this reason, accurate predictions of service demands are needed …
current power systems. For this reason, accurate predictions of service demands are needed …
Compositional data techniques for forecasting dynamic change in China's energy consumption structure by 2020 and 2030
China has adopted legislations for accelerating the non-fuel energy restructuring with
explicit targets that need to be achieved by 2020 and 2030. The joint forecasting and …
explicit targets that need to be achieved by 2020 and 2030. The joint forecasting and …
Forecasting Chinese economic growth, energy consumption, and urbanization using two novel grey multivariable forecasting models
C Wang, Y Cao - Journal of Cleaner Production, 2021 - Elsevier
Economic growth, energy consumption, and urbanization are mutually influenced, therefore,
forecasting economic growth, energy consumption and urbanization in China has always …
forecasting economic growth, energy consumption and urbanization in China has always …
A review of data-driven building performance analysis and design on big on-site building performance data
Building performance design (BPD) is a crucial pathway to achieve high-performance
buildings. Previous simulation-based BPD is being questioned due to the performance gaps …
buildings. Previous simulation-based BPD is being questioned due to the performance gaps …
[HTML][HTML] Statistical comparison of time series models for forecasting brazilian monthly energy demand using economic, industrial, and climatic exogenous variables
Energy demand forecasting is crucial for effective resource management within the energy
sector and is aligned with the objectives of Sustainable Development Goal 7 (SDG7). This …
sector and is aligned with the objectives of Sustainable Development Goal 7 (SDG7). This …
Wind and solar power probability density prediction via fuzzy information granulation and support vector quantile regression
Y He, Y Yan, Q Xu - International Journal of Electrical Power & Energy …, 2019 - Elsevier
Uncertainty among wind and solar power affects the stability of power systems. In order to
fully describe the uncertainty of wind and solar power, a probability density prediction model …
fully describe the uncertainty of wind and solar power, a probability density prediction model …
Optimizing energy consumption structure in Chongqing of China to achieve low-carbon and sustainable development based on compositional data
Y He, Y Chen, W Zhang, Y Wang - Sustainable Energy Technologies and …, 2022 - Elsevier
The optimal allocation of energy consumption structure has a vital impact on the sustainable
development of economy and environment. However, the joint prediction and systematic …
development of economy and environment. However, the joint prediction and systematic …
A study on natural gas consumption forecasting in China using the LMDI-PSO-LSTM model: Factor decomposition and scenario analysis
Q Wang, R Suo, Q Han - Energy, 2024 - Elsevier
Natural gas, as a clean and low-carbon energy resource, assumes a vital role in facilitating
the transformation of the Chinese energy structure. Effectively forecasting its consumption …
the transformation of the Chinese energy structure. Effectively forecasting its consumption …