基于模糊逻辑的室内照明系统能量与视觉舒适调节模型

IF 0.4 Q4 ENGINEERING, MULTIDISCIPLINARY International Journal of Integrated Engineering Pub Date : 2023-08-28 DOI:10.30880/ijie.2023.15.04.022
Khairul Rijal Wagiman, Mohd Noor Abdullah, Mohd Faiz Md Adnan, Imran Hussin, Salmiah Aziz
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引用次数: 0

摘要

本文提出了一种基于模糊逻辑的办公室内照明系统日光连接控制的调谐模型(FLTM)。提出的模糊逻辑控制器(FLTM)考虑了一种新的发光二极管(LED)灯具调光水平的更新方法,以提高所开发的模糊逻辑控制器(FLC)在能耗和视觉舒适度量方面的性能,同时完全符合欧洲标准EN 12464-1。人工照明系统和日光模拟使用DIALux模拟人工照明和日光照度水平矩阵。利用MATLAB对所提出的FLTM进行了开发和仿真,并与其他控制器进行了验证和比较,包括已开发的FLC和基于人工神经网络的控制。仿真结果表明,所提出的FLTM在满足视觉舒适设定点方面成功地改进了现有FLC的性能。它也比人工神经网络节能2%,与其他控制器相比,它达到了最接近预设的视觉舒适度。此外,该方法计算量少,易于与已开发的FLC和照明系统的日光链接控制相集成。
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A Fuzzy Logic-Based Tuning Model in an Indoor Lighting System for Energy and Visual Comfort Management
This paper proposes a fuzzy logic-based tuning model (FLTM) for daylight-linked control of the lighting system in an office room. The proposed FLTM considered a new method of dimming levels of light-emitting diode (LED) luminaires updating process to improve the performance of the developed fuzzy logic controller (FLC) in terms of energy consumption and visual comfort metric and, at the same time, fully complies with the European Standard EN 12464-1. The artificial lighting system and daylight simulation were carried out using DIALux to model artificial lighting and daylight illuminance levels matrices. The proposed FLTM was developed and simulated using MATLAB and validated and compared with other controllers, including developed FLC and artificial neural network (ANN) based control. The simulation results showed that the proposed FLTM successfully improved the performance of developed FLC in terms of a fully satisfied visual comfort set-point. It also attained higher energy savings of 2% than ANN and achieved the closest to preset visual comfort compared with other controllers. Moreover, the proposed method consumes less computational effort, and it is easy to integrate with developed FLC and daylight-linked control of the lighting system.
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来源期刊
International Journal of Integrated Engineering
International Journal of Integrated Engineering ENGINEERING, MULTIDISCIPLINARY-
CiteScore
1.40
自引率
0.00%
发文量
57
期刊介绍: The International Journal of Integrated Engineering (IJIE) is a single blind peer reviewed journal which publishes 3 times a year since 2009. The journal is dedicated to various issues focusing on 3 different fields which are:- Civil and Environmental Engineering. Original contributions for civil and environmental engineering related practices will be publishing under this category and as the nucleus of the journal contents. The journal publishes a wide range of research and application papers which describe laboratory and numerical investigations or report on full scale projects. Electrical and Electronic Engineering. It stands as a international medium for the publication of original papers concerned with the electrical and electronic engineering. The journal aims to present to the international community important results of work in this field, whether in the form of research, development, application or design. Mechanical, Materials and Manufacturing Engineering. It is a platform for the publication and dissemination of original work which contributes to the understanding of the main disciplines underpinning the mechanical, materials and manufacturing engineering. Original contributions giving insight into engineering practices related to mechanical, materials and manufacturing engineering form the core of the journal contents.
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