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- research-articleMay 2024
Intrinsic Explainable Artificial Intelligence Using Trainable Spatial Weights on Numerical Weather Predictions
e-Energy '24: Proceedings of the 15th ACM International Conference on Future and Sustainable Energy SystemsPages 551–559https://doi.org/10.1145/3632775.3662161Addressing the volatility of renewable energies like solar and wind is crucial for the energy system’s stability and optimal utilization of renewable energies. Accurate energy forecasts are important to improve scheduling. Electrical demand and ...
- research-articleDecember 2023
Performance enhancement of wind power forecast model using novel pre‐processing strategy and hybrid optimization approach
International Journal of Adaptive Control and Signal Processing (ACSP), Volume 38, Issue 3Pages 732–748https://doi.org/10.1002/acs.3721SummaryDue to the energy crisis and environmental concerns, wind power has seen a considerable increase in use over the past 10 years as a source of renewable energy. Since wind is intermittent and variable, it is obvious that as penetration levels rise,...
- surveyAugust 2023
Deep Learning for Variable Renewable Energy: A Systematic Review
ACM Computing Surveys (CSUR), Volume 56, Issue 1Article No.: 1, Pages 1–37https://doi.org/10.1145/3586006In recent years, both fields, AI and VRE, have received increasing attention in scientific research. Thus, this article’s purpose is to investigate the potential of DL-based applications on VRE and as such provide an introduction to and structured ...
- research-articleJanuary 2023
Research on power system stability evaluation based on grey correlation support
International Journal of Wireless and Mobile Computing (IJWMC), Volume 24, Issue 3-4Pages 361–369https://doi.org/10.1504/ijwmc.2023.131326The promotion of wind power generation can effectively optimise China's energy structure and promote the sustainable development of economy and society. However, the application and promotion of wind power will bring a new problem, that is, it increases ...
- research-articleJanuary 2023
GWTSP: A multi-state prediction method for short-term wind turbines based on GAT and GL
Procedia Computer Science (PROCS), Volume 221, Issue CPages 963–970https://doi.org/10.1016/j.procs.2023.08.075AbstractAccurately predicting the state of wind turbines in wind farms helps to improve productivity, perform preventive maintenance, and reduce operation and maintenance costs. Deep learning can handle complex data and automatic feature extraction in ...
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- research-articleOctober 2022
A novel evolutionary algorithm for solving large-scale dynamic economic dispatch problem integrated with wind power
ICDLT '22: Proceedings of the 2022 6th International Conference on Deep Learning TechnologiesPages 149–155https://doi.org/10.1145/3556677.3556699With the development of large-scale power systems, wind power has become the mainstream. Wind power is clean energy, but its uncertainty will bring risks to the economic dispatch of the power system. This paper adopts an adjustable robust optimization ...
- research-articleJanuary 2022
A two layer differential evolution algorithm for economic emission dispatch with random wind power
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology (JIFS), Volume 42, Issue 6Pages 6003–6016https://doi.org/10.3233/JIFS-212735This paper proposes a novel two layer differential evolutionary algorithm with multi-mutation strategy (TLDE) for solving the economic emission dispatch (EED) problem involving random wind power. In recent years, renewable energy such as wind power is ...
- research-articleJanuary 2022
Wind integrated power system to reduce emission: An application of Bat algorithm
- B. Venkateswara Rao,
- Ramesh Devarapalli,
- Hasmat Malik,
- Sravana Kumar Bali,
- Fausto Pedro García Márquez,
- Tirumalasetty Chiranjeevi,
- Hasmat Malik,
- Gopal Chaudhary,
- Smriti Srivastava
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology (JIFS), Volume 42, Issue 2Pages 1041–1049https://doi.org/10.3233/JIFS-189770The trend of increasing demand creates a gap between generation and load in the field of electrical power systems. This is one of the significant problems for the science, where it require to add new generating units or use of novel automation technology ...
- research-articleJanuary 2021
BFO-based firefly algorithm for multi-objective optimal allocation of generation by integrating renewable energy sources
International Journal of Grid and Utility Computing (IJGUC), Volume 12, Issue 1Pages 67–80https://doi.org/10.1504/ijguc.2021.112477Among the rapid evolution of modernisation of alternative energy, the electric power system can be made out of a few Renewable Energy Resources (RES). This paper presents a modern and proficient technique for clearing up the ELD issue. To resolve this ...
- research-articleMay 2021
Implementation of Renewable Energy Sources in the Russian Energy System: Opportunities and Threats
DTMIS '20: Proceedings of the International Scientific Conference - Digital Transformation on Manufacturing, Infrastructure and ServiceArticle No.: 47, Pages 1–8https://doi.org/10.1145/3446434.3446509The aim of the paper is to evaluate the situation with implementation of renewable energy sources (RES) in the Russian energy system, to highlight the positive and negative influence of this process on consumers and suppliers of traditional electric ...
- research-articleJanuary 2020
Dynamic economic emission dispatch problem with renewable integration focusing on deficit scenario in India
International Journal of Bio-Inspired Computation (IJBIC), Volume 15, Issue 1Pages 63–73https://doi.org/10.1504/ijbic.2020.105849Present scenario power grid has increased penetration of renewable energy sources (RESs). RESs are clean sources of energy and power production from them with minimal emission is a national target. Already, increased carbon footprint has put nations into ...
- research-articleJuly 2019
Enhancement of Artificial Emotional Neural Network Using JAYA Algorithm and the Investigation of Expanded Feature Selected for Wind Power Forecasting
ICCCM '19: Proceedings of the 7th International Conference on Computer and Communications ManagementPages 137–142https://doi.org/10.1145/3348445.3348448The Brain Emotional Learning (BEL) is a novel bio-inspired machine learning approach mentioned as a new class of artificial neural network (ANN). The artificial emotional neural network (AENN) is one of the BEL methods which used the genetic algorithm (...
- posterJune 2019
Identifying Security Challenges in Renewable Energy Systems: A Wind Turbine Case Study
e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy SystemsPages 370–372https://doi.org/10.1145/3307772.3330154Distributed renewable energy systems (DRESs) and their interconnection network, typically using Internet-based protocols, are susceptible to a wide range of cybersecurity and resilience challenges. These challenges have been shown to cause problems for ...
- research-articleNovember 2017
Weighted Evaluation of Wind Power Forecasting Models Using Evolutionary Optimization Algorithms
Procedia Computer Science (PROCS), Volume 114, Issue CPages 357–365https://doi.org/10.1016/j.procs.2017.09.046The unpredictability of renewable sources of energy especially wind power causes large fluctuations in the power output. The fluctuations are smoothened by building large amounts of battery storage and/or power reserve capacity. By improving the ...
- articleJanuary 2017
Co-simulating complex energy harvesting WSN applications: an in-tunnel wind powered monitoring example
International Journal of Sensor Networks (IJSNET), Volume 23, Issue 2Pages 100–112https://doi.org/10.1504/IJSNET.2017.081336A complex wind-energy harvesting wireless sensor network WSN application for subway tunnels is pre-prototyped using the HarvWSNet co-simulation framework. Detailed models of every component, including energy harvester, tunnel propagation channel, train ...
- articleJanuary 2016
Design of variable structure control for wind energy system-based permanent magnet synchronous generator and operating under different grid conditions
International Journal of Systems, Control and Communications (IJSCC), Volume 7, Issue 2Pages 164–185This paper proposes a nonlinear control approach for an electrical network connected variable speed wind energy system VS-WES based on a permanent magnet synchronous generator PMSG. The proposed configuration consists of a wind turbine WT, a direct ...
- articleJanuary 2016
Optimal intelligent control for a variable-speed wind turbine using general regression neural network and adaptive PSO algorithm
International Journal of Intelligent Engineering Informatics (IJIEI), Volume 4, Issue 3/4Pages 267–285https://doi.org/10.1504/IJIEI.2016.080523In this paper, a robust optimal general regression neural network sliding mode GRNNSM controller is designed for a variable speed wind turbine VSWT. The main objective of the controller is to optimise the energy captured from the wind. Sliding mode ...
- articleJanuary 2016
Intelligent multi-agent system for smart microgrid energy management
International Journal of Intelligent Engineering Informatics (IJIEI), Volume 4, Issue 3/4Pages 245–266https://doi.org/10.1504/IJIEI.2016.080518In this paper, an intelligent energy management is presented for distributed structure such as a smart microgrid MG that can operate in islanded or connected mode with the main grid. To model this MG, a multi-agent is proposed. This system is based on ...
- articleJanuary 2016
Energy management in a hybrid PV/wind/battery system using a type-1 fuzzy logic computer algorithm
International Journal of Intelligent Engineering Informatics (IJIEI), Volume 4, Issue 3/4Pages 229–244https://doi.org/10.1504/IJIEI.2016.080516This paper presents a computer algorithm based on fuzzy logic control to manage the flow of energy in a stand-alone PV/wind/battery hybrid system. The system is composed of 16 photovoltaic PV solar panels, one wind turbine and two batteries. The solar ...
- articleJanuary 2016
Improved control scheme of stand-alone DFIG-based wind energy conversion system with battery energy storage system
International Journal of Computer Applications in Technology (IJCAT), Volume 54, Issue 3Pages 211–219https://doi.org/10.1504/IJCAT.2016.079874An improved control scheme for stand-alone DFIG-based wind energy conversion system is proposed. The intermediate DC-link of back-to-back PWM converter is supported with a battery energy storage system to smooth the fluctuation of power caused by the ...