The Optimization of Output of Wind Turbine with the Ongoing Grid System through BP Method Using ANN
- Title
- The Optimization of Output of Wind Turbine with the Ongoing Grid System through BP Method Using ANN
- Creator
- Prabha B.; Donald C.; Dhandapani V.K.; Sura S.R.; Sayed R.M.; Jweeg M.
- Description
- Wind turbines are intricate devices that need careful planning, evaluation, and installation to guarantee peak performance under a range of environmental circumstances. Comprehensive load calculations, performance evaluations, and iterative optimisation processes are all part of the design process. However, complex simulation techniques are required to adequately depict the non-linear behaviour of wind turbine systems because of their complicated structure. Automation of optimisation processes and simulation executions is crucial to optimise the design process and manage the large number of simulations that are needed. This work provides a thorough framework using back propagation (BP) and artificial neural networks (ANN) for simulation and optimization that will make it easier to manage and automate the execution of iterative simulations during the design and development of wind turbines. The framework's main goals are to make design load case simulations easier and optimise activities more automatically. The framework makes it possible to optimise wind turbine systems and explore design options more effectively by automating these procedures. Three example optimisation jobs illustrate the framework's versatility and functionality. 2024 IEEE.
- Source
- 2024 4th International Conference on Advance Computing and Innovative Technologies in Engineering, ICACITE 2024, pp. 400-403.
- Date
- 2024-01-01
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Subject
- ANN; automation; BP; design optimization; wind turbines
- Coverage
- Prabha B., Vellore Institute of Technology, School of Computer Science and Engineering (SCOPE), Chennai Campus, Chennai, India; Donald C., Christ (Deemed to Be University), Department of Computer Science, Bengaluru, India; Dhandapani V.K., TX, United States; Sura S.R., Gitam School of Technology, Gitam (Deemed to Be University), Department of Electrical Electronics and Communication Engineering, Andhra Pradesh, Visakhapatnam, India; Sayed R.M., National University of Science and Technology, Collage of Nursing, Dhi Qar, 64001, Iraq; Jweeg M., Al-Farahidi University, Baghdad, Iraq
- Rights
- Restricted Access
- Relation
- ISBN: 979-835036016-5
- Format
- Online
- Language
- English
- Type
- Conference paper
Collection
Citation
Prabha B.; Donald C.; Dhandapani V.K.; Sura S.R.; Sayed R.M.; Jweeg M., “The Optimization of Output of Wind Turbine with the Ongoing Grid System through BP Method Using ANN,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 25, 2025, https://archives.christuniversity.in/items/show/19282.