Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities

This proof-of-concept research introduces a fuzzy logic-based lighting control system design to illuminate indoor spaces using Light Emitting Diode (LED) lighting technology by replicating outdoor circadian lighting to building indoor spaces. Past research shows circadian lighting affects occupan...

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Main Author: perumal, Sivachandran R.
Format: Thesis
Language:English
Published: 2022
Subjects:
Online Access:http://eprints.usm.my/60073/
http://eprints.usm.my/60073/1/SIVACHANDRAN%20AL%20R.PERUMAL%20-%20TESIS24.pdf
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author perumal, Sivachandran R.
author_facet perumal, Sivachandran R.
author_sort perumal, Sivachandran R.
building USM Institutional Repository
collection Online Access
description This proof-of-concept research introduces a fuzzy logic-based lighting control system design to illuminate indoor spaces using Light Emitting Diode (LED) lighting technology by replicating outdoor circadian lighting to building indoor spaces. Past research shows circadian lighting affects occupants’ well-being by dictating their sleep and wake patterns. Previous works on replicating outdoor lighting had designers using classical closed loop control architecture, which required extensive mathematical modelling of the system dynamics. Fuzzy logic-based control systems costs less, robust, portable, and easily applicable for complex non-linear control systems without the need for system modelling. A methodology of autonomous regulation of lighting Correlated Colour Temperature (CCT) and space illuminance (lux) is applied using a 7×5 fuzzy rules base matrix using Mamdani max-min compositional operation. The design was evaluated by simulating a small-scale prototype to analyse the controller’s performance. Simulation results show the system output matched outdoor chromaticity values and the deviation from blackbody curve was within ±0.003 range using CCT Duv check. The system performed at no overshoot (0.0%), rise time and steady state reached at 1st and 4th iteration, respectively. Potential application at hospital ward are discussed by correlating with healthcare’s practise and parameters which showed increased facility efficiencies. Future works may experiment with spectrometric sensors and real time applications.
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format Thesis
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institution Universiti Sains Malaysia
institution_category Local University
language English
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publishDate 2022
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spelling usm-600732024-03-06T07:23:48Z http://eprints.usm.my/60073/ Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities perumal, Sivachandran R. TH1-9745 Building construction This proof-of-concept research introduces a fuzzy logic-based lighting control system design to illuminate indoor spaces using Light Emitting Diode (LED) lighting technology by replicating outdoor circadian lighting to building indoor spaces. Past research shows circadian lighting affects occupants’ well-being by dictating their sleep and wake patterns. Previous works on replicating outdoor lighting had designers using classical closed loop control architecture, which required extensive mathematical modelling of the system dynamics. Fuzzy logic-based control systems costs less, robust, portable, and easily applicable for complex non-linear control systems without the need for system modelling. A methodology of autonomous regulation of lighting Correlated Colour Temperature (CCT) and space illuminance (lux) is applied using a 7×5 fuzzy rules base matrix using Mamdani max-min compositional operation. The design was evaluated by simulating a small-scale prototype to analyse the controller’s performance. Simulation results show the system output matched outdoor chromaticity values and the deviation from blackbody curve was within ±0.003 range using CCT Duv check. The system performed at no overshoot (0.0%), rise time and steady state reached at 1st and 4th iteration, respectively. Potential application at hospital ward are discussed by correlating with healthcare’s practise and parameters which showed increased facility efficiencies. Future works may experiment with spectrometric sensors and real time applications. 2022-06 Thesis NonPeerReviewed application/pdf en http://eprints.usm.my/60073/1/SIVACHANDRAN%20AL%20R.PERUMAL%20-%20TESIS24.pdf perumal, Sivachandran R. (2022) Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities. PhD thesis, Universiti Sains Malaysia.
spellingShingle TH1-9745 Building construction
perumal, Sivachandran R.
Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities
title Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities
title_full Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities
title_fullStr Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities
title_full_unstemmed Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities
title_short Design And Simulation Of A Fuzzy Logic Based Circadian Smart Led Lighting System And Its Potential For Healthcare Facilities
title_sort design and simulation of a fuzzy logic based circadian smart led lighting system and its potential for healthcare facilities
topic TH1-9745 Building construction
url http://eprints.usm.my/60073/
http://eprints.usm.my/60073/1/SIVACHANDRAN%20AL%20R.PERUMAL%20-%20TESIS24.pdf