Research on regulated biological regularity LED light source based on normality test algorithm
DOI:
https://doi.org/10.71451/ISTAER2549Keywords:
Intelligent optimization algorithm; Genetic algorithms (GA); Normality test model; KS test; SW testAbstract
In this paper, the optimal channel weight combination and the key parameters of the synthesized spectrum are obtained respectively for the two scenes of daytime illumination mode and night sleep aid mode. The question of whether optimal lighting has a beneficial effect on sleep quality compared to normal light and dark environment, we first used genetic algorithms (GA), a multichannel spectral synthesis model is established, and then five key performance indexes are solved and optimized. Then, the overnight sleep data of 11 subjects in three environments were processed. Six groups of data including total sleep time, sleep efficiency, sleep latency, deep sleep proportion, rem sleep proportion and wake times were extracted. Next, using the normality test model, we pass the KS test and SW test, concluded that optimal light does not improve sleep quality compared with normal light and dark environment.
References
[1] Jinxing Zhao. (2024). Performance Optimization of Multinary Copper-Based Chalcogenide Quantum Dot Light-Emitting Diodes Using Nanostructured Metal Oxide Transport Layers (Doctoral dissertation, Beijing Jiaotong University). Doctoral. DOI: https://doi.org/10.26944/d.cnki.gbfju.2024.000140
[2] Qiu Li (Longtian). (2024). Research on Electroluminescence Performance Enhancement of Environmentally Friendly Quantum Dot Light-Emitting Diodes Based on Utetheisa Kong Cavity Injection (Doctoral dissertation, Guangxi University). Doctoral. DOI: https://doi.org/10.27034/d.cnki.ggxiu.2024.000007
[3] Aiping Song, Xiaogang Guo, Yihua Wang, Wei Xiong. (2015). Analysis and Improvement of Average Ballistic Consistency Test Method. Journal of Projectiles, Rockets, Missiles and Guidance, 35 (03), 183-185+189.DOI: https://doi.org/10.15892/j.cnki.djzdxb.2015.03.045
[4] Zhao Liang. (2025). Data Storytelling and Embodied Experience: The Digital-Intelligent Reproduction of Traditional Mythology. Ethnic Arts, (04), 47-55. DOI: https://doi.org/10.16564/j.cnki.1003-2568.2025.04.005
[5] Ruitao Chen. (2024). Efficacy Analysis of Suowei Binocular Vision Screening Instrument in Children's Refractive Screening. China Medical Device Information, 30 (20), 21-23. DOI: https://doi.org/10.15971/j.cnki.cmdi.2024.20.028
[6] Youchao Wang. (2024). Recognition and Integration of Broussonetia Papyrifera Based on Trajectory Images (Master's thesis, Xi'an University of Technology). Master. DOI: https://doi.org/10.27398/d.cnki.gxalu.2024.000833
[7] Li Zhang, Yifan Xiao, Ligong Mi, Mei Lu, Qingchao Zhao, Bei Wang, Quan Xie. (2021). Adaptive-Scale CLEAN Algorithm Based on L-BFGS-B Local Minimization. Journal of Guizhou University (Natural Sciences), 38(01), 38-44. DOI: https://doi.org/10.15958/j.cnki.gdxbzrb.2021.01.06
[8] Qiang Cao & Min Dong. (2025). Research on Parts Recognition in Flexible Manufacturing Automated Workshops Based on YOLOv8-REM Algorithm. Automation and Instrumentation, (08), 69-73. DOI: https://doi.org/10.14016/j.cnki.1001-9227.2025.08.069
[9] Jun Lin, Guojun Cai, Songyu Liu, Haifeng Zou, Xinyu Hou. (2021). Comparison of Geotechnical Parameter Normality Testing Methods Based on Piezocone Penetration Test. Journal of Jilin University (Earth Science Edition), 51(05), 1408-1415. DOI: https://doi.org/10.13278/j.cnki.jjuese.20210097
[10] Chunling Xiao. (2025). Research on Wind Resistance Design and Vibration Control of Long-Span Homo Sapiens Pedestrian Bridges and Large-Span Roof Structures (Master's thesis, Guangzhou University). Master. DOI: https://doi.org/10.27040/d.cnki.ggzdu.2025.000066
[11] Lu Wan, Zhiwei Zhang, Yi Chen, Chongyang He, Renqiang Yu, Yanhua Zhang, Bin Yu. Study on deep learning reconstruction for optimizing image quality of small-field prostate DWI and its impact on apparent diffusion coefficient distribution characteristics. Journal of Chongqing Medical University, 1-8. DOI: https://doi.org/10.13406/j.cnki.cyxb.003931
[12] Caihong Zhang. (2023). Analysis of strontium-90 radioactivity levels in seawater around operating nuclear power plants in Fujian. Chemical Engineering & Equipment, (12), 253-255.DOI: https://doi.org/10.19566/j.cnki.cn35-1285/tq.2023.12.004
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