基于模糊逻辑控制器的LED照明控制系统的设计与仿真

Q2 Energy
Sivachandran R. Perumal, F. Baharum
{"title":"基于模糊逻辑控制器的LED照明控制系统的设计与仿真","authors":"Sivachandran R. Perumal, F. Baharum","doi":"10.15627/jd.2022.5","DOIUrl":null,"url":null,"abstract":"This paper introduces a fuzzy logic-based circadian lighting control system using flexibility of Light-Emitting Diode (LED) lighting technology to synchronise artificial lighting with circadian (natural) lighting Correlated Colour Temperature (CCT) characteristics. Besides for vision acuity, the Non-Imaging Forming effects of lighting affect human circadian rhythms. Past works in spectrally tuning CCT or Spectral Power Distribution of lighting have used conventional Proportional-Integral-Derivative (PID) control system architecture, where the modelling process of system transfer functions was mathematically complex, especially for nonlinear systems. A methodology of regulating lighting CCT is employed in a 7×5 fuzzy logic rules matrix in a Fuzzy Logic Controller (FLC) system, to closely replicate natural lighting CCT characteristics for indoor lighting. A reference lookup table was devised to store desired CCT values arbitrarily with respect to time mark in a day, which acts as an outdoor circadian stimulus and guides the FLC. The FLC compensates for the lack of CCT in lighting space. Simulation results show acceptable CCT output values conforming to circadian lighting parameters at a time in a day compared to the lookup table targets. Deviation from blackbody curve was within ±0.003 using CCT Duv checking. The system did not produce an overshoot (0.0%) with a steady state (zero error) reached after the fourth iteration. Also, rise time was calculated to be 1 iteration. This approach could be further enhanced to cater for additional custom needs in many built environments. Future works may consider connecting more sensors to capture real-time outdoor CCT values for practical regulation.","PeriodicalId":37388,"journal":{"name":"Journal of Daylighting","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Design and Simulation of a Circadian Lighting Control System Using Fuzzy Logic Controller for LED Lighting Technology\",\"authors\":\"Sivachandran R. Perumal, F. Baharum\",\"doi\":\"10.15627/jd.2022.5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper introduces a fuzzy logic-based circadian lighting control system using flexibility of Light-Emitting Diode (LED) lighting technology to synchronise artificial lighting with circadian (natural) lighting Correlated Colour Temperature (CCT) characteristics. Besides for vision acuity, the Non-Imaging Forming effects of lighting affect human circadian rhythms. Past works in spectrally tuning CCT or Spectral Power Distribution of lighting have used conventional Proportional-Integral-Derivative (PID) control system architecture, where the modelling process of system transfer functions was mathematically complex, especially for nonlinear systems. A methodology of regulating lighting CCT is employed in a 7×5 fuzzy logic rules matrix in a Fuzzy Logic Controller (FLC) system, to closely replicate natural lighting CCT characteristics for indoor lighting. A reference lookup table was devised to store desired CCT values arbitrarily with respect to time mark in a day, which acts as an outdoor circadian stimulus and guides the FLC. The FLC compensates for the lack of CCT in lighting space. Simulation results show acceptable CCT output values conforming to circadian lighting parameters at a time in a day compared to the lookup table targets. Deviation from blackbody curve was within ±0.003 using CCT Duv checking. The system did not produce an overshoot (0.0%) with a steady state (zero error) reached after the fourth iteration. Also, rise time was calculated to be 1 iteration. This approach could be further enhanced to cater for additional custom needs in many built environments. Future works may consider connecting more sensors to capture real-time outdoor CCT values for practical regulation.\",\"PeriodicalId\":37388,\"journal\":{\"name\":\"Journal of Daylighting\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-05-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Daylighting\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.15627/jd.2022.5\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Energy\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Daylighting","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.15627/jd.2022.5","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Energy","Score":null,"Total":0}
引用次数: 2

摘要

本文介绍了一种基于模糊逻辑的昼夜节律照明控制系统,该系统利用发光二极管(LED)照明技术的灵活性,使人工照明与昼夜节律(自然)照明相关色温(CCT)特性同步。除了视力之外,光照的非成像效应也会影响人类的昼夜节律。过去在光谱调谐CCT或照明的光谱功率分布方面的工作使用了传统的比例积分微分(PID)控制系统架构,其中系统传递函数的建模过程在数学上很复杂,尤其是对于非线性系统。在模糊逻辑控制器(FLC)系统的7×5模糊逻辑规则矩阵中,采用了一种调节照明CCT的方法,以紧密复制室内照明的自然照明CCT特性。设计了一个参考查找表,以相对于一天中的时间标记任意存储所需的CCT值,该表充当户外昼夜节律刺激并指导FLC。FLC弥补了照明空间中CCT的不足。模拟结果显示,与查找表目标相比,符合一天中某个时间的昼夜节律照明参数的可接受CCT输出值。使用CCT Duv检查,与黑体曲线的偏差在±0.003以内。系统没有产生过冲(0.0%),在第四次迭代后达到稳态(零误差)。此外,上升时间被计算为1次迭代。这种方法可以进一步增强,以满足许多构建环境中的额外定制需求。未来的工作可能会考虑连接更多的传感器来捕捉实时室外CCT值,以进行实际调节。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and Simulation of a Circadian Lighting Control System Using Fuzzy Logic Controller for LED Lighting Technology
This paper introduces a fuzzy logic-based circadian lighting control system using flexibility of Light-Emitting Diode (LED) lighting technology to synchronise artificial lighting with circadian (natural) lighting Correlated Colour Temperature (CCT) characteristics. Besides for vision acuity, the Non-Imaging Forming effects of lighting affect human circadian rhythms. Past works in spectrally tuning CCT or Spectral Power Distribution of lighting have used conventional Proportional-Integral-Derivative (PID) control system architecture, where the modelling process of system transfer functions was mathematically complex, especially for nonlinear systems. A methodology of regulating lighting CCT is employed in a 7×5 fuzzy logic rules matrix in a Fuzzy Logic Controller (FLC) system, to closely replicate natural lighting CCT characteristics for indoor lighting. A reference lookup table was devised to store desired CCT values arbitrarily with respect to time mark in a day, which acts as an outdoor circadian stimulus and guides the FLC. The FLC compensates for the lack of CCT in lighting space. Simulation results show acceptable CCT output values conforming to circadian lighting parameters at a time in a day compared to the lookup table targets. Deviation from blackbody curve was within ±0.003 using CCT Duv checking. The system did not produce an overshoot (0.0%) with a steady state (zero error) reached after the fourth iteration. Also, rise time was calculated to be 1 iteration. This approach could be further enhanced to cater for additional custom needs in many built environments. Future works may consider connecting more sensors to capture real-time outdoor CCT values for practical regulation.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Daylighting
Journal of Daylighting Energy-Renewable Energy, Sustainability and the Environment
CiteScore
4.00
自引率
0.00%
发文量
18
审稿时长
10 weeks
期刊介绍: Journal of Daylighting is an international journal devoted to investigations of daylighting in buildings. It is the leading journal that publishes original research on all aspects of solar energy and lighting. Areas of special interest for this journal include, but are not limited to, the following: -Daylighting systems -Lighting simulation -Lighting designs -Luminaires -Lighting metrology and light quality -Lighting control -Building physics - lighting -Building energy modeling -Energy efficient buildings -Zero-energy buildings -Indoor environment quality -Sustainable solar energy systems -Application of solar energy sources in buildings -Photovoltaics systems -Building-integrated photovoltaics -Concentrator technology -Concentrator photovoltaic -Solar thermal
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信