Shan Lu
Researcher · Nagoya University 研究者 · 名古屋大学

Shan Lu 路 姍

路 姍 Shan Lu
Lecturer, Graduate School of Engineering 大学院工学研究科 講師
Nagoya University  ·  Information and Communication Engineering 名古屋大学  ·  情報・通信工学専攻
I develop physically grounded AI communication systems that connect optical sensing, communication theory, and intelligent receivers for future 6G networks. 物理モデルに基づくAI通信システムを軸に、光センシング、通信理論、知的受信機を結び、将来の6Gネットワークに向けた研究を進めています。
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// 00  LATEST NEWS最新情報

News & Updates最新情報

// 01  PROFILEプロフィール

About Meプロフィール

2023–2023年〜 Graduate School of Engineering, Nagoya University — Lecturer 名古屋大学 大学院工学研究科 — 講師
2016–20232016–2023年 Faculty of Engineering, Gifu University — Assistant Professor 岐阜大学 工学部 — 助教
Ph.D. Engineering — Doshisha University (2014) 工学 — 同志社大学（2014年）
M.S. Engineering — Xidian University (2010) 工学 — 西安電子科技大学（2010年）
B.S. Communications Engineering — Xidian University (2007) 通信工学 — 西安電子科技大学（2007年）
// 02  RESEARCH研究内容

Research Areas研究領域

My work builds a path from communication theory to AI-native optical and sensing-integrated systems. The central question is how physical phenomena, structured codes, and learned receivers can be designed together rather than treated as separate layers. 通信理論からAIネイティブな光・センシング統合通信システムへとつながる研究を進めています。中心的な問いは、物理現象、構造化された符号、学習型受信機を別々の層としてではなく、一体として設計する方法です。

Research direction: Physical AI Communication for optical and sensing-integrated 6G systems. 研究方向： 光・センシング統合6Gシステムに向けた Physical AI Communication。

physical environment → measurement → digital twin → AI-aided design → communication system → evaluation 物理環境 → 計測 → デジタルツイン → AI支援設計 → 通信システム → 評価
// FEATURED PROJECTS注目プロジェクト
Physical AI Communication: Light, Imaging, and AI-native 6G Physical AI Communication：光・イメージング・AIネイティブ6G
Research vision  ·  Physical models, optical sensing, and intelligent receivers 研究ビジョン  ·  物理モデル、光センシング、知的受信機
6G Vision
Signature Code Theory for Multiple-Access Communication 多元接続通信のためのシグネチャ符号理論
Project page placeholder  ·  Signature codes, uniquely decodable codes, and multi-user access プロジェクトページ準備中  ·  シグネチャ符号、一意復号可能符号、多元接続
Signature Code
Information Theory情報理論 Channel Coding通信路符号化 Visible Light Communication可視光通信 V2X CommunicationV2X通信 Machine Learning × Comms機械学習×通信 Polar Codes極性符号 LDPC CodesLDPC符号 IoT WirelessIoT無線
// 03  PUBLICATIONS研究業績

Selected Publications主要論文・業績

Recent selected works: 最近の主要業績：

Journal Papers学術雑誌論文
  1. S. Asaoka, S. Lu, T. Yamazato, and Z. Tang, "ISI Modeling and BER Performance for Rotating Light-Trail Image Sensor Communication," to appear in IEEE Communications Letters.
  2. R. Kondo, T. Shimizu, S. Shiba, K. Nakano, R. Soga, A. Sawada, S. Lu, and T. Yamazato, "V2X Visible Light Communication Using an LED Bar and a Rolling Shutter Image Sensor: A Demodulation Method with Complementary Use of Raw and Processed Images for Long-Range and High-Speed Mobile Environments," IEICE Commun. Express, May 2026.
  3. 小林正尚, 清水司, 芝慎太朗, 路姍, 山里敬也, "イベントベース視覚センサを用いた自動運転向け路車間距離推定の屋外実験," 電子情報通信学会論文誌 B, vol. J109-B, no. 3, pp. 292–293, 2026.
  4. 曽我亮太, 清水司, 芝慎太朗, 小堀訓成, 路姍, 山里敬也, "イベントカメラと複数光源を用いた車両用可視光通信システムの車載環境性能評価," 電子情報通信学会論文誌 B, 2026.
  5. 山里敬也, 中野幸亮, 路姍, "協調認識とITSスマートインフラによる地域ICTプラットフォームの構築：自動運転に向けたV2X・可視光通信連携の展望," 電子情報通信学会論文誌, vol. J109-B, no. 2, pp. 98–106, Feb. 2026.
  6. W. Lantian, S. Lu, and H. Kamabe, "End-to-End Machine-Learning-Aided Signature Code for Multi-Access Rayleigh Fading Channel," IEICE Trans. Fundamentals, vol. E109-A, no. 3, Mar. 2026.
  7. S. Asaoka, S. Lu, T. Yamazato, and Z. Tang, "Theoretical modeling and interference prevention of light trails for LED-propeller based image sensor communication," IEICE Commun. Express, vol. X14-B, no. 12, Dec. 2025.
  8. Q. Ren, Y. Li, Z. Zhang, and S. Lu, "OTFS-SDMA for Massive Grant-Free Random Access in LEO Satellite Internet of Things," IEEE Trans. Wireless Commun., 2025.
  9. J. He, Q. Lian, S. Liu, S. Lu, and L. Zhou, "Probabilistic shaping of joint source-channel coding and modulation system based on SC-LDPC codes," Physical Communication, vol. 71, 102693, 2025.
  10. G. Sun, Y. Li, Z. Zhang, and S. Lu, "Hybrid-Driven Dynamic Neural Network for Adaptive User-Activity Detection in Massive Random Access," IEEE Internet of Things J., vol. 12, no. 12, pp. 19855–19867, Jun. 2025.
  11. 近藤涼太, 路姍, 山里敬也, "LEDアレイと車載ローリングシャッタ方式イメージセンサを使用した路車間可視光通信システムの時速50 kmにおける通信性能評価," 電子情報通信学会論文誌, vol. J108-B, no. 3, pp. 195–197, Mar. 2025.
  12. A. Otsuka, Z. Tang, S. Lu, and T. Yamazato, "Code Synchronization in Visible Light Communication System Using Dual Orthogonal Rolling Shutter Image Sensors," IEICE Commun. Express, vol. 13, no. 12, pp. 450–453, Dec. 2024.
  13. A. Isozaki, T. Yamazato, M. Saito, and S. Lu, "16 QAM-OFDM Receiver Using 1-bit ADC for Noise Utilization Characterization in Fading Channels with Large Amplitude Fluctuations," IEICE Commun. Express, vol. X13-B, no. 8, pp. 1–5, Aug. 2024.
  14. F.-S. Liang, S. Lu, and Y.-L. Ueng, "Deep-learning-aided successive cancellation list flip decoding for Polar codes," IEEE Trans. Cognitive Commun. Netw., vol. 10, no. 2, pp. 374–386, Apr. 2024.
  15. L. Wei, S. Lu, H. Kamabe, and J. Cheng, "User identification and channel estimation by iterative DNN-based decoder on multiple-access fading channel," IEICE Trans. Fundamentals, vol. E105-A, no. 3, pp. 417–424, 2022.
  16. A. Yamawaki, H. Kamabe, and S. Lu, "Construction of parallel random I/O codes using coset coding with Hamming codes," IEICE Trans. Fundamentals, vol. E101-A, no. 12, pp. 2125–2134, 2018.
  17. S. Lu, H. Kamabe, J. Cheng, and A. Yamawaki, "Unrestricted-rate parallel random input-output codes for multilevel flash memory," IEICE Trans. Fundamentals, vol. E101-A, no. 12, pp. 2135–2140, 2018.
  18. A. Yamawaki, H. Kamabe, and S. Lu, "Worst-case performance of ILIFC with inversion cells," IEICE Trans. Fundamentals, vol. E100-A, no. 12, pp. 2662–2670, 2017.
  19. W. Hou, S. Lu, and J. Cheng, "Rate-compatible spatially coupled LDPC codes based repeat-accumulate extension," IET Communications, vol. 10, no. 17, pp. 2422–2426, 2016.
  20. W. Hou, S. Lu, and J. Cheng, "Spatially coupled repeater-combiner-convolutional codes," IEEE Commun. Letters, vol. 20, no. 1, pp. 21–24, Jan. 2016.
  21. S. Lu, W. Hou, and J. Cheng, "A family of (k+1)-ary signature code for noisy multiple-access adder channel," IEEE Trans. Inf. Theory, vol. 61, no. 11, pp. 5848–5853, Nov. 2015.
  22. S. Lu, J. Cheng, and Y. Watanabe, "Recursive construction of (k+1)-ary error-correcting signature code for multiple-access adder channel," IEICE Trans. Fundamentals, vol. E96-A, no. 12, pp. 2368–2373, Dec. 2013.
  23. S. Lu, Y. Li, J. Cheng, and Y. Watanabe, "Two-user turbo decoding with simplified sum trellis in two-way relay," IEICE Trans. Communications, vol. E96-B, no. 1, pp. 73–80, Jan. 2013.
International Conference Papers国際会議論文
  1. [To appear] IEEE VTC 2026.
  2. [To appear] IEEE VTC 2026.
  3. [To appear] IEEE ICC 2026.
  4. C. Okawa, H. Okada, T. Wada, S. Lu, and T. Yamazato, "Enhancing Visual Quality and Throughput with Inverse Frames in Display-Camera Visible Light Communications," in Proc. NCSP, pp. 211–214, Feb. 2026.
  5. S. Asaoka, S. Lu, Z. Tang, and T. Yamazato, "Theoretical Performance Analysis for Image Sensor Communication using a Propeller LED Transmitter," in Proc. ICETC, Dec. 2025.
  6. K. Nakano, S. Lu, and T. Yamazato, "Delay Modeling of Camera-Based Visible Light Communication Systems Using Queuing Theory," Dec. 2025.
  7. S. Tianhao, S. Lu, T. Yamazato, Y.-H. Kuo, and Y.-L. Ueng, "Robust Detection of Overlapping LED Spots in Dense VLC via Pilot-Aided Geometric Recognition," in Proc. APCC, Dec. 2025.
  8. R. Soga, M. Kobayashi, T. Shimizu, S. Shiba, Q. Kong, S. Lu, and T. Yamazato, "Performance Evaluation of an Integrated System for Visible Light Communication and Positioning Using an Event Camera," in Proc. APCC, Dec. 2025.
  9. R. Kondo, S. Shiba, N. Kobori, T. Shimizu, S. Lu, and T. Yamazato, "V2X Visible Light Communication Using Rolling Shutter Image Sensor with Offset Unary Encoding," in Proc. IEEE ITSC, Dec. 2025.
  10. Y.-W. Lu, S. Lu, T. Yamazato, Z.-K. Lin, and Y.-L. Ueng, "Deep Learning-Aided Polar Coded Modulation," in Proc. IEEE VTC2025-Fall, Oct. 2025.
  11. W.-C. Wang, M.-R. Wu, S. Lu, C.-H. Wang, and Y.-L. Ueng, "Successive Cancellation List Flip Decoding for eBCH-polar Codes," in Proc. IEEE VTC2025-Fall, Oct. 2025.
  12. R. Soga, M. Kobayashi, T. Shimizu, S. Shiba, N. Kobori, S. Lu, and T. Yamazato, "Evaluation of Mobile Environment for Vehicular Visible Light Communication Using Multiple LEDs and Event Cameras," in Proc. IEEE IV, Jun. 2025.
  13. M. Kobayashi, S. Shiba, Q. Kong, N. Kobori, T. Shimizu, S. Lu, and T. Yamazato, "Distance Estimation in Outdoor Driving Environments Using Phase-only Correlation Method with Event Cameras," in Proc. IEEE IV, Jun. 2025.
  14. [Low-Power Receiver Design with a Noise Enhanced 1-bit ADC and Signal Constellation Rearrangement for 16-QAM Transmitters,] in Proc. IEEE GLOBECOM, Dec. 2024.
  15. K. Yoshida, H. Kamabe, and S. Lu, "BP Decoding and SGRAND for Partially Permuted Factor Graphs of Polar Codes," in Proc. ISITA 2024, Nov. 2024.
  16. Y.-W. Lu, S. Lu, T. Yamazato, and Y.-L. Ueng, "Improving Convergence Speed of Neural Polar Decoder Using Weighted Loss Function," in Proc. ISITA 2024, Nov. 2024.
  17. S. Lu and H. Kamabe, "Enhancing the Maximum Tolerable Number of Active Users for Unsourced Random Access," in Proc. IEEE ISIT, Athens, Greece, Jul. 2024.
  18. L. Wei, S. Lu, and H. Kamabe, "BNNs- and TISTA-Based Signature Code Design for User Identification and Channel Estimation over Multiple-Access Channel with Rayleigh Fading," in Proc. IEEE ITW, Saint-Malo, France, 2023.
  19. S. Lu and H. Kamabe, "Improved Survival Probability for Coded Compressed Sensing in Unsourced Random Access," in Proc. ISITA, Tsukuba, Japan, 2022. 🏆 Best Paper
  20. H. Kamabe, T. Marumo, and S. Lu, "Balanced coding with Lehmer code," in Proc. ISITA, Tsukuba, Japan, 2022.
  21. L. Wei, S. Lu, H. Kamabe, and J. Cheng, "User identification and channel estimation by DNN-based decoder on multiple-access channel," in Proc. IEEE GLOBECOM Workshops, Taipei, Taiwan, 2020, pp. 1–6.
  22. Y. Naruse, S. Lu, and H. Kamabe, "Design of ZDF code using uniform shift enumerator," in Proc. ISITA, Kapolei, HI, USA, 2020, pp. 126–130.
  23. H. Kamabe and S. Lu, "Burst Erasure Correction by 2D LDPC Codes," in Proc. IEEE GLOBECOM, Waikoloa, HI, USA, 2019, pp. 1–7.
  24. S. Lu, W. Hou, J. Cheng, and H. Kamabe, "Multi-user UD k-ary codes recursively constructed from short-length multiary codes for multiple-access adder channel," in Proc. IEEE ISIT, Paris, France, 2019, pp. 425–429.
  25. S. Lu, W. Hou, J. Cheng, and H. Kamabe, "A new kind of nonbinary uniquely decodable codes with arbitrary code length for multiple-access adder channel," in Proc. IEEE ITW, Guangzhou, China, 2018, pp. 1–5.
  26. S. Lu, W. Hou, J. Cheng, and H. Kamabe, "Recursive construction of k-ary uniquely decodable codes for multiple-access adder channel," in Proc. ISITA, Singapore, 2018, pp. 565–569.
  27. K. Shibata, S. Lu, M. Yoshida, K. R. Narayanan, and J. Cheng, "Error floor estimation of spatially-coupled irregular LDPC code ensembles," in Proc. ISITA, Singapore, 2018, pp. 379–383.
  28. A. Yamawaki, H. Kamabe, and S. Lu, "An upper bound on the generalized Cayley distance," in Proc. ISITA, Singapore, 2018, pp. 600–604.
  29. K.-H. Wang, W. Hou, S. Lu, P.-Y. Wu, Y.-L. Ueng, and J. Cheng, "Improving Polar codes by spatial coupling," in Proc. ISITA, Singapore, 2018, pp. 432–436.
  30. S. Lu, H. Kamabe, and J. Cheng, "Codes for T-user asymmetric multiple-access channel with independent sources," in Proc. IEEE ITW, Kaohsiung, Taiwan, 2017, pp. 359–363.
  31. A. Yamawaki, H. Kamabe, and S. Lu, "Construction of parallel RIO codes using coset coding with Hamming codes," in Proc. IEEE ITW, Kaohsiung, Taiwan, 2017, pp. 239–243.
  32. A. Yamawaki, H. Kamabe, and S. Lu, "Lower bounds on the number of write operations by index-less indexed flash code with inversion cells," in Proc. IEEE ISIT, Aachen, Germany, 2017, pp. 2483–2487.
  33. S. Lu, H. Kamabe, J. Cheng, and A. Yamawaki, "Construction of unrestricted-rate parallel random input-output code," in Proc. IEEE ISIT, Aachen, Germany, 2017, pp. 629–633.
  34. S. Lu, W. Hou, and J. Cheng, "Input-output weight distribution of terminated RSC codes with limited codelength," in Proc. ISITA, Monterey, CA, USA, 2016, pp. 493–497.
  35. S. Lu, W. Hou, and J. Cheng, "Coding scheme for T-user noisy multiple-access adder channel," in Proc. ISITA, Melbourne, Australia, 2014, pp. 536–540.
  36. W. Hou, S. Lu, and J. Cheng, "Rate-compatible spatially coupled LDPC codes via repeat-accumulation extension," in Proc. ISTC, Bremen, Germany, 2014, pp. 87–91.
  37. S. Lu, J. Cheng, W. Hou, and Y. Watanabe, "Generalized construction of signature code for T-user multiple-access adder channel," in Proc. IEEE ISIT, Istanbul, Turkey, 2013, pp. 1655–1659.
  38. S. Lu, J. Cheng, and Y. Watanabe, "Decoding for non-binary signature code," in Proc. ISITA, Honolulu, HI, USA, 2012, pp. 382–386.
  39. S. Lu, Y. Li, and J. Cheng, "Low-complexity turbo decoding scheme for two-way relay network," in Proc. WCSP, Suzhou, China, 2010, pp. 1–5.

→ Full list on researchmap → researchmap で全業績を見る

// 04  GRANTS外部研究資金

Research Grants外部研究資金の獲得状況

→ Full grant list on NRID (NII Research ID) → NRID（国立情報学研究所）で全科研費情報を見る

  1. "Design of Next-Generation V2X Communications Integrating Human Safety Perception and Trust," Toyota Physical & Chemical Research Institute, Toyota Riken Scholar 2026, Apr. 2026 – Mar. 2028. S. Lu (PI). 人の安全知覚・信頼感を統合した次世代 V2X 通信の設計，豊田理化学研究所 2026年度豊田理研スカラー，2026年4月 – 2028年3月．路 姍（研究代表者）．
  2. "Theoretical Analysis and Code Design for Image Sensor Communication Based on Information Spectrum," JSPS Grant-in-Aid for Scientific Research (C), Apr. 2025 – Mar. 2029. S. Lu (PI). 情報スペクトルに基づくイメージセンサ通信の理論解析と符号設計，日本学術振興会 科学研究費助成事業 基盤研究(C)，2025年4月 – 2029年3月．路 姍（研究代表者）．
  3. "Research on Optimization and Control of Multi-Source IoT Visible Light Communication Systems Utilizing AI," Telecommunications Advancement Foundation, Research Grant, Apr. 2025 – Mar. 2026. S. Lu (PI). AIを活用した多光源IoT可視光通信システムの最適化と制御に関する研究，電気通信普及財団 研究調査助成，2025年4月 – 2026年3月．路 姍（研究代表者）．
  4. "Enhancing the Maximum Tolerable Number of Active Users for Unsourced Random Access," Telecommunications Advancement Foundation, Overseas Travel Grant, Jul. 2024. S. Lu (PI). Enhancing the Maximum Tolerable Number of Active Users for Unsourced Random Access，電気通信普及財団 海外渡航旅費援助，2024年7月．路 姍（研究代表者）．
  5. "Performance Optimization of Large-Scale Random Access Communications via Deep Learning and Information Theory," Institute of Mathematics for Industry, Kyushu University, Apr. 2023 – Mar. 2024. S. Lu (PI). 大規模ランダムアクセス通信に対する深層学習と情報理論による性能最適化，九州大学マス・フォア・インダストリ研究所，2023年4月 – 2024年3月．路 姍（研究代表者）．
  6. "Research on Code Design and Allocation for Large-Scale Dynamic Communication Networks," Koshiyama Science and Technology Promotion Foundation, Nov. 2022 – Oct. 2023. S. Lu (PI). 変動する大規模通信ネットワークでの符号の構成及び割り当て方式の研究，越山科学技術振興財団，2022年11月 – 2023年10月．路 姍（研究代表者）．
  7. "Multi-User Detection in Large-Scale Machine-Type Communications Using Reinforcement Learning," Toyota Physical & Chemical Research Institute, Apr. 2021 – Mar. 2022. S. Lu (PI). 強化学習を利用して大規模マシンタイプ通信におけるマルチユーザー検出に関する研究，豊田理化研究所，2021年4月 – 2022年3月．路 姍（研究代表者）．
  8. "Research on Coding Methods for Large-Scale Sensor Networks," JSPS Grant-in-Aid for Scientific Research (C), Apr. 2018 – Mar. 2021. S. Lu (PI), J. Cheng. 大規模センサネットワークのための符号化法の研究，日本学術振興会 科学研究費助成事業 基盤研究(C)，2018年4月 – 2021年3月．路 姍（研究代表者），程 俊．
  9. "Construction of Error Correction Codes for Flash Memory," Murata Science and Education Foundation, Overseas Dispatch Grant, Aug. 2017 (UC Davis, USA). S. Lu (PI). フラッシュメモリための誤り訂正符号の構成，村田学術振興財団 研究者 海外派遣助成，2017年8月（アメリカ・UC Davis派遣）．路 姍（研究代表者）．
  10. "Analysis and Construction of Combinatorial Structures with Sparse Coupling Matrices," JSPS Grant-in-Aid for Scientific Research (B), Apr. 2018 – Mar. 2023. S. Lu (Co-I). スパースな結合行列を持つ組合せ的構造の分析と構成，日本学術振興会 科学研究費助成事業 基盤研究(B)，2018年4月 – 2023年3月．繆 いん，三嶋 美和子，盧 暁南，古賀 弘樹，路 姍（研究分担者），神保 雅一，澤 正憲，鎌部 浩．
// 05  AWARDS受賞歴

Awards & Honors受賞歴

// 06  SERVICE学会活動

Professional Service学会活動

// 08  TEACHING教育活動

Teaching担当授業

* Please contact me for the latest course information.※ 最新の担当科目については直接お問い合わせください。

// 09  INVITED TALKS招待講演

Invited Talks招待講演

* This list may be incomplete. Please contact for full information.※ 記載が不完全な場合があります。詳細はお問い合わせください。

// 10  RESEARCH GROUP研究室メンバー

Research Group研究室メンバー

I am always looking for motivated students and collaborators interested in information theory, channel coding, and visible light communications. Feel free to contact me. 情報理論・符号理論・可視光通信に興味のある学生・研究者を随時募集しています。お気軽にご連絡ください。

Doctoral Students博士課程学生
Ph.D.
Details coming soon.近日公開予定。
Master's Students修士課程学生
M.S.
Details coming soon.近日公開予定。
Collaborators共同研究者
Collab.
National and international collaborations. See publications for details.国内外の共同研究者。詳細は論文リストをご参照ください。
// 07  CONTACT連絡先

Get in Touch連絡先

Email
lu.shan.f7[at]f.mail.nagoya-u.ac.jp
Affiliation所属
Nagoya University, Graduate School of Engineering 名古屋大学 大学院工学研究科
Lab
Yamazato Laboratory
Scholar
Google Scholar Profile
GitHub
github.com/LusLabGF
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