Determining the exergy and energy efficiency of an organic Rankine cycle using fuzzy logic method

IF 2.1 4区 环境科学与生态学 Q3 ENGINEERING, CHEMICAL Environmental Progress & Sustainable Energy Pub Date : 2024-06-09 DOI:10.1002/ep.14443
Ahmet Elbir, Mehmet Erhan Şahin
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Abstract

The Organic Rankine Cycle (ORC) serves as a pivotal technology for energy conversion, harnessing high-temperature organic liquids sourced from heat reservoirs to propel turbines and generate electricity. This process not only facilitates the conversion of heat into mechanical energy but also significantly mitigates environmental impacts. ORC stands out as the preferred technology for enhancing energy efficiency and leveraging low-temperature resources optimally. With the advent of artificial intelligence, particularly fuzzy logic, these systems have witnessed integration, providing a robust solution to address uncertainties. Unlike traditional logic, which offers binary outcomes, fuzzy logic offers a more adaptable approach by accommodating uncertainty, thus enabling modeling of complex real-world situations. In this study, utilizing the fuzzy logic method, we estimated the energy and exergy efficiency of the ORC, resulting in an impressive 90% estimation accuracy.

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利用模糊逻辑法确定有机朗肯循环的放能和能效
有机郎肯循环(ORC)是能源转换的关键技术,它利用热库中的高温有机液体推动涡轮机发电。这一过程不仅有利于将热能转化为机械能,还能显著减轻对环境的影响。ORC 是提高能源效率和优化利用低温资源的首选技术。随着人工智能,特别是模糊逻辑的出现,这些系统实现了整合,为解决不确定性问题提供了强大的解决方案。与提供二进制结果的传统逻辑不同,模糊逻辑通过容纳不确定性提供了一种适应性更强的方法,从而能够对复杂的现实世界情况进行建模。在本研究中,我们利用模糊逻辑方法估算了 ORC 的能效和放能效,估算准确率达到了令人印象深刻的 90%。
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来源期刊
Environmental Progress & Sustainable Energy
Environmental Progress & Sustainable Energy 环境科学-工程:化工
CiteScore
5.00
自引率
3.60%
发文量
231
审稿时长
4.3 months
期刊介绍: Environmental Progress , a quarterly publication of the American Institute of Chemical Engineers, reports on critical issues like remediation and treatment of solid or aqueous wastes, air pollution, sustainability, and sustainable energy. Each issue helps chemical engineers (and those in related fields) stay on top of technological advances in all areas associated with the environment through feature articles, updates, book and software reviews, and editorials.
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