Enhancing CSK performance in QLED-based VLC: A multi-objective optimization approach

IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Serkan Vela , Gökçe Hacıoğlu
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引用次数: 0

Abstract

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.
提高基于qled的VLC的CSK性能:一种多目标优化方法
在基于quadrichmatic Light Emitting Diode (QLED)的可见光通信(VLC)系统中,优化色移键控(CSK)调制的星座点是一个重大挑战。平衡高数据速率和关键的照明质量指标——光通量、相关色温(CCT)和显色指数(CRI)——是必不可少的,但往往被通信速度所忽视。本文介绍了一种新的多目标优化框架,该框架利用专门为基于qled的VLC CSK星座设计的NSGA-II算法。我们的方法同时优化了数据速率(吞吐量),光通量,CCT依从性和CRI。与IEEE 802.15.7标准和文献中报道的先前优化研究相比,我们展示了实质性的性能改进。对于测试cct (3500K, 5000K, 6500K)的4-CSK调制,我们的方法相对于IEEE标准实现了高达77.28%的吞吐量增益,349.12%的光通量增益和7.18%的CRI增益,同时也显著优于先前的研究,特别是在吞吐量和光通量方面(例如,在5000K时,与先前的研究和IEEE相比,分别实现了66.78%和77.28%的吞吐量增益和139.66%和55%的通量增益)。与基准相比,8-CSK(实现高达64.41%的吞吐量增益,314.89%的光通量增益和14.25%的CRI增益)和16-CSK(高达47.80%的吞吐量增益,258.66%的光通量增益和7.27%的CRI增益)具有类似的显著优势。这些发现强调了与现有标准和方法相比,所提出的框架在实现通信性能和照明质量之间的卓越平衡方面的有效性。这项研究为设计更高效、高质量、适应性更强的qled VLC系统提供了有价值的见解,适合不同的应用需求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Ain Shams Engineering Journal
Ain Shams Engineering Journal Engineering-General Engineering
CiteScore
10.80
自引率
13.30%
发文量
441
审稿时长
49 weeks
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.
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