Optimization of renewable energy hybrid power plant in the state of Karnataka, India

被引:0
|
作者
Bhagat, Sanjay Prakash [1 ,2 ]
Anwer, Naqui [3 ]
机构
[1] Govt India, Minist New & Renewable Energy, New Delhi, India
[2] TERI Sch Adv Studies, New Delhi, India
[3] TERI Sch Adv Studies, Dept Sustainable Engn, New Delhi, India
关键词
CHEMICAL-REACTION-OPTIMIZATION; NETWORK; SYSTEM;
D O I
10.1007/s42452-024-06178-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper proposes a methodology on reliability and cost minimization of the electricity produced by Renewable energy sources. The approach is to use Hybrid Renewable Energy Systems, which involves integrating various renewable sources. The objective of this study is to address these challenges by HRES method in the state of Karnataka. In Karnataka, there has been large scale curtailment of renewable energy generation due to the various structural issues. This study would give a solution to reliability and cost related issues faced by this state. For the study a Mathematical Model has been developed using Feed Forward Neural Network (FNN) and Chemical Reaction Optimization algorithms. Chemical reaction Optimization model is chosen to remove biases of the Artificial Neural Network Model of FNN. This model will be used to simulate interaction between Hybrid Renewable Energy Systems. The result of the study will provide a power system with high & optimized renewable energy output in the state of Karnataka, India which will be reliable and cost effective. This article provides optimization for the Hybrid Renewable Energy system involving various renewable sources like Solar, Wind and Hydro.Optimization technique used in the article is Feed Forward Neural Network and Chemical Reaction Optimization Techniques.The optimized result of the Hybrid Renewable Energy system will provide a power system which is reliable and cost effective.
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页数:19
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