| 研究課題/領域番号 |
23K13332
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| 研究種目 |
若手研究
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| 配分区分 | 基金 |
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| 審査区分 |
小区分21020:通信工学関連
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| 研究機関 | 北陸先端科学技術大学院大学 |
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研究代表者 |
HE Cuiwei 北陸先端科学技術大学院大学, 先端科学技術研究科, 助教 (20914881)
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| 研究期間 (年度) |
2023-04-01 – 2026-03-31
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| 研究課題ステータス |
交付 (2023年度)
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| 配分額 *注記 |
4,550千円 (直接経費: 3,500千円、間接経費: 1,050千円)
2025年度: 1,040千円 (直接経費: 800千円、間接経費: 240千円)
2024年度: 1,820千円 (直接経費: 1,400千円、間接経費: 420千円)
2023年度: 1,690千円 (直接経費: 1,300千円、間接経費: 390千円)
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| キーワード | Optical communication / Fluorescent antenna / Interdisciplinary / Optical wireless / VLC / Photon counting / Artificial intelligence / Silicon photomultiplier |
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| 研究開始時の研究の概要 |
This project explores the uses of artificial intelligence (AI) techniques together with commercially available silicon photomultiplier sensors to mitigate the unique nonlinearity and interference problems in photon counting based detections which can be used to significantly enhance the performance of different optical wireless communication (OWC) systems. The obtained results will accelerate the use of OWC in future generations of wireless networks.
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| 研究実績の概要 |
Last year, I focused on developing a new type of optical fluorescent antenna to be used for the proposed photon counting-based optical wireless communication (OWC) system. The developed fluorescent antenna is capable of optical filtering and also supports a wide field of view. Importantly, it absorbs light only from the transmitter and then re-emits a large number of photons which are then concentrated toward the photodetector, thereby significantly enhancing the received signal strength. Moreover, I established interdisciplinary collaborations with materials science experts, and together we fabricated fluorescent antennas using advanced materials fabrication techniques, such as Forster resonance energy transfer (FRET). Our results show that the new FRET antenna can simultaneously result in a high photoluminescence quantum yield (PLQY) and a short photoluminescence (PL) lifetime. Additionally, due to the large Stokes shift achieved using FRET, we successfully bridged the mismatch between the optimal wavelengths at the transmitter and the optimal wavelength of the silicon photodetector. Furthermore, I have constructed an OWC testbed and successfully demonstrated the use of fluorescent antennas for supporting wavelength division multiplexing (WDM) to boost the transmission data rate. In recent work, I also compared the performance of two different neural network structures for signal demodulation in a photon counting based OWC system. These achievements have been published in top journals, such as the IEEE J. Light. Technol., IEEE Photonics Technol. Lett., and Optics Express.
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| 現在までの達成度 (区分) |
現在までの達成度 (区分)
2: おおむね順調に進展している
理由
In the current stage, various types of fluorescent antennas have been developed for optical wireless communication (OWC) systems. Their performance is currently under investigation in photon counting systems. Additionally, I am exploring different neural network structures for signal equalization and demodulation in a photon counting-based OWC system. These efforts have resulted in many publications, including one journal paper in the IEEE/Optica Journal of Lightwave Technology, one journal paper in the IEEE Photonics Technology Letters, one journal paper in Optics Express, and a review paper in Photonics, alongside several international conference papers. The preliminary results indicate that the KAKENHI project is progressing as planned.
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| 今後の研究の推進方策 |
In 2024, my research plan will be divided into three interconnected directions:
1. Construction of a "super photon counting receiver" by combining the fluorescent antenna with a silicon photomultiplier (SiPM) sensor. This is expected to surpass the sensitivity of many existing optical receivers and support reliable communication even when the received light intensity is low.
2. Development of an optical antenna made of multiple fluorescent layers, with each layer designed to absorb different wavelengths. The goal is to configure a luminaire transmitter using RGB LEDs to transmit three independent data streams, with each fluorescent layer selectively absorbing light emitted from a single color of LED. This setup allows for the creation of parallel channels with minimal crosstalk, thereby boosting the transmission data rate.
3. Exploration of using a reservoir computing (RC) recurrent neural network to compensate for the nonlinear signal distortion in a SiPM-based photon counting OWC system. This exploration will begin with simulations and I will then investigate the possibility of creating an RC network via an optical microcavity.
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