Data-driven scenario generation of renewable energy production based on controllable generative adversarial networks with interpretability

2022 ◽  
Vol 308 ◽  
pp. 118387
Author(s):  
Wei Dong ◽  
Xianqing Chen ◽  
Qiang Yang
Keyword(s):  
Renewable Energy ◽  
Energy Production ◽  
Data Driven ◽  
Generative Adversarial Networks ◽  
Scenario Generation ◽  
Adversarial Networks ◽  
Renewable Energy Production

scholarly journals Assessing Renewable Energy Production Capabilities Using DEA Window and Fuzzy TOPSIS Model

Symmetry ◽  
2021 ◽  
Vol 13 (2) ◽  
pp. 334 ◽  
Author(s):  
Chia-Nan Wang ◽  
Thanh-Tuan Dang ◽  
Hector Tibo ◽  
Duy-Hung Duong
Keyword(s):  
United States ◽  
Renewable Energy ◽  
Total Energy ◽  
United Arab Emirates ◽  
Energy Production ◽  
Evaluation Method ◽  
Scale Up ◽  
Renewable Energy Resources ◽  
Population Total ◽  
Renewable Energy Production

Climate change and air pollution are among the key drivers of energy transition worldwide. The adoption of renewable resources can act as a peacemaker and give stability regarding the damaging effects of fossil fuels challenging public health as well as the tension made between countries in global prices of oil and gas. Understanding the potential and capabilities to produce renewable energy resources is a crucial pre-requisite for countries to utilize them and to scale up clean and stable sources of electricity generation. This paper presents a hybrid methodology that combines the data envelopment analysis (DEA) Window model, and fuzzy technique for order of preference by similarity to ideal solution (FTOPSIS) in order to evaluate the capabilities of 42 countries in terms of renewable energy production potential. Based on three inputs (population, total energy consumption, and total renewable energy capacity) and two outputs (gross domestic product and total energy production), DEA window analysis chose the list of potential countries, including Norway, United Kingdom, Kuwait, Australia, Netherlands, United Arab Emirates, United States, Japan, Colombia, and Italy. Following that, the FTOPSIS model pointed out the top three countries (United States, Japan, and Australia) that have the greatest capabilities in producing renewable energies based on five main criteria, which are available resources, energy security, technological infrastructure, economic stability, and social acceptance. This paper aims to offer an evaluation method for countries to understand their potential of renewable energy production in designing stimulus packages for a cleaner energy future, thereby accelerating sustainable development.

scholarly journals Retraction: Codani, P., et al. Coupling Local Renewable Energy Production with Electric Vehicle Charging: A Survey of the French Case. World Electr. Veh. J. 2015, 7, 489–499

2021 ◽  
Vol 12 (1) ◽  
pp. 49
Author(s):  
Keyword(s):  
Renewable Energy ◽  
Electric Vehicle ◽  
Energy Production ◽  
Electric Vehicle Charging ◽  
Renewable Energy Production ◽  
French Case ◽  
Vehicle Charging

The journal retracts the article, ”Coupling Local Renewable Energy Production with Electric Vehicle Charging: A Survey of the French Case” [...]

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