{"title":"提高基于qled的VLC的CSK性能:一种多目标优化方法","authors":"Serkan Vela , Gökçe Hacıoğlu","doi":"10.1016/j.asej.2025.103433","DOIUrl":null,"url":null,"abstract":"<div><div>Optimizing constellation points for Color Shift Keying (CSK) modulation in Quadrichromatic Light Emitting Diode (QLED)-based Visible Light Communication (VLC) systems poses a significant challenge. Balancing high data rates with crucial illumination quality metrics—luminous flux, Correlated Color Temperature (CCT), and Color Rendering Index (CRI)—is essential, yet often neglected in favor of communication speed. This paper introduces a novel multi-objective optimization framework utilizing the NSGA-II algorithm specifically designed for QLED-based VLC CSK constellations. Our approach simultaneously optimizes data rate (throughput), luminous flux, CCT adherence, and CRI. We demonstrate substantial performance improvements compared to both the IEEE 802.15.7 standard and prior optimization studies reported in the literature.</div><div>For 4-CSK modulation across tested CCTs (3500K, 5000K, 6500K), our method achieves gains of up to 77.28% in throughput, 349.12% in luminous flux, and 7.18% in CRI relative to the IEEE standard, while also significantly outperforming the prior study, particularly in throughput and luminous flux (e.g., achieving 66.78% vs. 77.28% throughput gain and 139.66% vs. 55% flux gain at 5000K compared to the prior study and IEEE respectively). Similar substantial advantages are observed for 8-CSK (achieving up to 64.41% throughput gain, 314.89% luminous flux gain, and 14.25% CRI gain compared to benchmarks) and 16-CSK (up to 47.80% throughput gain, 258.66% luminous flux gain, and 7.27% CRI gain).</div><div>These findings underscore the proposed framework's effectiveness in achieving a superior balance between communication performance and illumination quality compared to existing standards and methods. This research offers valuable insights for designing more efficient, high-quality, and adaptable QLED-based VLC systems suitable for diverse application requirements.</div></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"16 7","pages":"Article 103433"},"PeriodicalIF":6.0000,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhancing CSK performance in QLED-based VLC: A multi-objective optimization approach\",\"authors\":\"Serkan Vela , Gökçe Hacıoğlu\",\"doi\":\"10.1016/j.asej.2025.103433\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Optimizing constellation points for Color Shift Keying (CSK) modulation in Quadrichromatic Light Emitting Diode (QLED)-based Visible Light Communication (VLC) systems poses a significant challenge. Balancing high data rates with crucial illumination quality metrics—luminous flux, Correlated Color Temperature (CCT), and Color Rendering Index (CRI)—is essential, yet often neglected in favor of communication speed. This paper introduces a novel multi-objective optimization framework utilizing the NSGA-II algorithm specifically designed for QLED-based VLC CSK constellations. Our approach simultaneously optimizes data rate (throughput), luminous flux, CCT adherence, and CRI. We demonstrate substantial performance improvements compared to both the IEEE 802.15.7 standard and prior optimization studies reported in the literature.</div><div>For 4-CSK modulation across tested CCTs (3500K, 5000K, 6500K), our method achieves gains of up to 77.28% in throughput, 349.12% in luminous flux, and 7.18% in CRI relative to the IEEE standard, while also significantly outperforming the prior study, particularly in throughput and luminous flux (e.g., achieving 66.78% vs. 77.28% throughput gain and 139.66% vs. 55% flux gain at 5000K compared to the prior study and IEEE respectively). Similar substantial advantages are observed for 8-CSK (achieving up to 64.41% throughput gain, 314.89% luminous flux gain, and 14.25% CRI gain compared to benchmarks) and 16-CSK (up to 47.80% throughput gain, 258.66% luminous flux gain, and 7.27% CRI gain).</div><div>These findings underscore the proposed framework's effectiveness in achieving a superior balance between communication performance and illumination quality compared to existing standards and methods. This research offers valuable insights for designing more efficient, high-quality, and adaptable QLED-based VLC systems suitable for diverse application requirements.</div></div>\",\"PeriodicalId\":48648,\"journal\":{\"name\":\"Ain Shams Engineering Journal\",\"volume\":\"16 7\",\"pages\":\"Article 103433\"},\"PeriodicalIF\":6.0000,\"publicationDate\":\"2025-04-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Ain Shams Engineering Journal\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2090447925001741\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ain Shams Engineering Journal","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2090447925001741","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, MULTIDISCIPLINARY","Score":null,"Total":0}
Enhancing CSK performance in QLED-based VLC: A multi-objective optimization approach
Optimizing constellation points for Color Shift Keying (CSK) modulation in Quadrichromatic Light Emitting Diode (QLED)-based Visible Light Communication (VLC) systems poses a significant challenge. Balancing high data rates with crucial illumination quality metrics—luminous flux, Correlated Color Temperature (CCT), and Color Rendering Index (CRI)—is essential, yet often neglected in favor of communication speed. This paper introduces a novel multi-objective optimization framework utilizing the NSGA-II algorithm specifically designed for QLED-based VLC CSK constellations. Our approach simultaneously optimizes data rate (throughput), luminous flux, CCT adherence, and CRI. We demonstrate substantial performance improvements compared to both the IEEE 802.15.7 standard and prior optimization studies reported in the literature.
For 4-CSK modulation across tested CCTs (3500K, 5000K, 6500K), our method achieves gains of up to 77.28% in throughput, 349.12% in luminous flux, and 7.18% in CRI relative to the IEEE standard, while also significantly outperforming the prior study, particularly in throughput and luminous flux (e.g., achieving 66.78% vs. 77.28% throughput gain and 139.66% vs. 55% flux gain at 5000K compared to the prior study and IEEE respectively). Similar substantial advantages are observed for 8-CSK (achieving up to 64.41% throughput gain, 314.89% luminous flux gain, and 14.25% CRI gain compared to benchmarks) and 16-CSK (up to 47.80% throughput gain, 258.66% luminous flux gain, and 7.27% CRI gain).
These findings underscore the proposed framework's effectiveness in achieving a superior balance between communication performance and illumination quality compared to existing standards and methods. This research offers valuable insights for designing more efficient, high-quality, and adaptable QLED-based VLC systems suitable for diverse application requirements.
期刊介绍:
in Shams Engineering Journal is an international journal devoted to publication of peer reviewed original high-quality research papers and review papers in both traditional topics and those of emerging science and technology. Areas of both theoretical and fundamental interest as well as those concerning industrial applications, emerging instrumental techniques and those which have some practical application to an aspect of human endeavor, such as the preservation of the environment, health, waste disposal are welcome. The overall focus is on original and rigorous scientific research results which have generic significance.
Ain Shams Engineering Journal focuses upon aspects of mechanical engineering, electrical engineering, civil engineering, chemical engineering, petroleum engineering, environmental engineering, architectural and urban planning engineering. Papers in which knowledge from other disciplines is integrated with engineering are especially welcome like nanotechnology, material sciences, and computational methods as well as applied basic sciences: engineering mathematics, physics and chemistry.