Basic Information

Faculty

• Faculty of Engineering

Email Address

• Email Address

  koda.yusuke.7dkyoto-u.ac.jp

Professional Memberships

• From Apr. 2016

  IEEE

Academic Degree

• 23 Mar. 2021

  京都大学博士（情報学）
• 26 Mar. 2018

  京都大学修士（情報学）

Academic Resume (Graduate Schools)

• 京都大学, 大学院情報学研究科博士後期課程通信情報システム専攻, 修了
• 京都大学, 大学院情報学研究科修士課程通信情報システム専攻, 修了

Academic Resume (Undergraduate School/Majors)

• 京都大学, 工学部電気電子工学科, 卒業

High School

• High School

  Kyoto Municipal Horikawa Senior High School

Research History

• From May 2022, To Present

  Kyoto University, Graduate School of Informatics, 助教
• From Jun. 2021, To Apr. 2022

  University of Oulu, Centre for Wireless Communications, Postdoctoral Researcher
• From Jun. 2019, To Jun. 2019

  University of Oulu, Centre for Wireless Communications, Visitor

ID,URL

• J-Global ID

  202201007325282849

• External link

  https://sites.google.com/view/kodakodakoda/home/

researchmap URL

• https://researchmap.jp/kodakodakoda

Research

Research Interests

• 差分プライバシ
• Over-the-air computation
• ミリ波・テラヘルツ通信
• 機械学習
• Beyond5G, 6G

Research Areas

• Informatics, Information networks
• Manufacturing technology (mechanical, electrical/electronic, chemical engineering), Communication and network engineering

Papers

• End-to-End Channel Modeling and Generation Software Based on Statistical mmWave Channel Model

  Yusuke Koda; Ruiting Ouyang; Hiroshi Harada

  IEEE Open Journal of Antennas and Propagation, Aug. 2023, Peer-reviewed, Lead author, Last author, Corresponding author

  
• 105 GHz Multipath Propagation Measurements and Path Loss Model for Sub-THz Indoor Short-Range Communications

  Yusuke Koda; Norichika Ohmi; hiroaki endo; Hiroshi Harada

  IEEE VTC2023-Fall, 17 Jul. 2023, Lead author

  
• Vision-Aided Frame-Capture-Based CSI Recomposition for WiFi Sensing: A Multimodal Approach.

  Hiroki Shimomura; Yusuke Koda; Takamochi Kanda; Koji Yamamoto 0001; Takayuki Nishio; Akihito Taya

  CCNC, 2023

  
• A time-alignment algorithm of multiple power delay profiles measured by antenna rotations towards flexible mmWave channel measurements

  Hiroaki Endo; Yusuke Koda; Hishoshi Harada

  IEEE VTC2023-spring recent results, Jun. 2023

  
• Design of 3GPP-based millimeter-wave band wireless virtual community network

  Hiroshi Harada; Shota Mori; Norichika Ohmi; Yusuke Koda; Keiichi Mizutani

  IEEE VTC2023-spring, recent results, Jun. 2023

  
• 6G時代のミリ波無線通信システム

  原田博司; 森聖太; 大見則親; 香田優介; 水谷圭一

  電子情報通信学会 信学技報 SRW2022-59, Mar. 2023

  
• ミリ波 5G サイドリンク通信における見通し外端末への報知信号中継アルゴリズム

  大倉 諒吾; 香田 優介; 原田 博司

  電子情報通信学会 SRW2022-44, Mar. 2023

  
• Distributed Heteromodal Split Learning for Vision Aided mmWave Received Power Prediction

  Yusuke Koda; Jihong Park; Mehdi Bennis; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  arXiv:2007.08208, Jul. 2020

  
• [Poster] Handover Control for mmWave Networks with Proactive Performance Prediction Using Depth Images and Deep Reinforcement Learning

  Yusuke Koda; Kota Nakashima; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  IEICE Technical Report; IEICE Tech. Rep., Nov. 2019

  
• 方策勾配型強化学習を用いたEDCAにおける送信遅延時間短縮の検討

  新﨑 聖峰; 香田 優介; 山本 高至; 西尾理志; 守倉 正博

  電子情報通信学会 信学技報 IEICE Technical Report RCS2019-52, Jun. 2019

  
• 強化学習による遮蔽者の位置情報を活用したミリ波通信ハンドオーバ制御の実験的評価

  香田優介; 山本高至; 西尾理志; 守倉正博

  電子情報通信学会技術研究報告; 信学技報, Jul. 2018, Lead author

  
• 遮蔽者の位置情報を活用したミリ波通信ハンドオーバ制御への強化学習応用

  香田 優介; 山本 高至; 西尾 理志; 守倉 正博

  電子情報通信学会 信学技報 SR2017-131, Mar. 2018

  
• 信号区間推定機能を備えた簡易なIEEE 802.11ad ミリ波信号電力測定システムの実現 (スマート無線)

  香田優介; 山本高至; 西尾理志; 守倉正博

  電子情報通信学会技術研究報告= IEICE technical report: 信学技報, Jul. 2017

  
• 信号区間推定機能を備えた簡易な IEEE 802.11ad ミリ波信号電力計測システムの実現

  香田優介; 山本高至; 西尾理志; 守倉正博

  電子情報通信学会 信学技報 SR2016-88, Jan. 2017

  
• RGB-D カメラによる統計的手法に基づいたミリ波通信人体遮蔽予測

  香田優介; 小熊優太; 西尾理志; 山本高至; 守倉正博

  電子情報通信学会技術研究報告= IEICE technical report: 信学技報, Mar. 2016, Lead author

  
• 3GPP-Compatible Channel Generation Framework for FR2-2 Indoor Short-Range Communication

  Yusuke Koda; Ruiting Ouyang; Norichika Ohmi; Hiroshi Harada

  IEEE Open Journal of Antennas and Propagation, 2023

  
• Survey, Taxonomy, and Unification of Standard mmWave Channel Models for WPAN, WLAN, and Cellular Systems in 6G

  Yusuke Koda; Ruiting Ouyang; Norichika Ohmi; Hiroshi Harada

  techrxiv, 13 Jun. 2023, Lead author, Corresponding author

  
• Adversarial Reinforcement Learning-based Coordinated Robust Spatial Reuse in Broadcast-Overlaid WLANs

  Yuto KIHIRA; Yusuke KODA; Koji YAMAMOTO; Takayuki NISHIO

  IEICE Transactions on Communications, 2022

  
• Beamforming Feedback-Based Model-Driven Angle of Departure Estimation Toward Legacy Support in WiFi Sensing: An Experimental Study

  Sohei Itahara; Sota Kondo; Kota Yamashita; Takayuki Nishio; Koji Yamamoto; Yusuke Koda

  IEEE Access, Jun. 2022

  
• ACK-Less Rate Adaptation Using Distributional Reinforcement Learning for Reliable IEEE 802.11bc Broadcast WLANs

  Takamochi Kanda; Yusuke Koda; Yuto Kihira; Koji Yamamoto; Takayuki Nishio

  IEEE Access, Jun. 2022

  
• Zero-Shot Adaptation for mmWave Beam-Tracking on Overhead Messenger Wires Through Robust Adversarial Reinforcement Learning

  Masao Shinzaki; Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura; Yushi Shirato; Daisei Uchida; Naoki Kita

  IEEE Transactions on Cognitive Communications and Networking, Mar. 2022, Corresponding author

  
• ACK-Less Rate Adaptation for IEEE 802.11bc Enhanced Broadcast Services Using Sim-to-Real Deep Reinforcement Learning

  Takamochi Kanda; Yusuke Koda; Koji Yamamoto; Takayuki Nishio

  2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC), 08 Jan. 2022

  
• Frame-Capture-Based CSI Recomposition Pertaining to Firmware-Agnostic WiFi Sensing

  Ryosuke Hanahara; Sohei Itahara; Kota Yamashita; Yusuke Koda; Akihito Taya; Takayuki Nishio; Koji Yamamoto

  2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC), 08 Jan. 2022

  
• Interference-free AP identification and shared information reduction for tabular Q-learning-based WLAN coordinated spatial reuse

  Yuto Kihira; Koji Yamamoto; Akihito Taya; Takayuki Nishio; Yusuke Koda; Kazuto Yano

  IEICE Communications Express, 2022

  
• Penalized and Decentralized Contextual Bandit Learning for WLAN Channel Allocation with Contention-Driven Feature Extraction

  Kota YAMASHITA; Shotaro KAMIYA; Koji YAMAMOTO; Yusuke KODA; Takayuki NISHIO; Masahiro MORIKURA

  IEICE Transactions on Communications, 2022

  
• Bi-Directional Beamforming Feedback-Based Firmware-Agnostic WiFi Sensing: An Empirical Study

  Sota Kondo; Sohei Itahara; Kota Yamashita; Koji Yamamoto; Yusuke Koda; Takayuki Nishio; Akihito Taya

  IEEE Access, 2022

  
• Communication-Oriented Model Fine-Tuning for Packet-Loss Resilient Distributed Inference Under Highly Lossy IoT Networks

  Sohei Itahara; Takayuki Nishio; Yusuke Koda; Koji Yamamoto

  IEEE Access, 2022

  
• AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning

  Yusuke Koda; Jihong Park; Mehdi Bennis; Praneeth Vepakomma; Ramesh Raskar

  2021 IEEE Global Communications Conference (GLOBECOM), Dec. 2021, Peer-reviewed, Lead author

  
• Millimeter Wave Communications on Overhead Messenger Wire: Deep Reinforcement Learning-Based Predictive Beam Tracking

  Yusuke Koda; Masao Shinzaki; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura; Yushi Shirato; Daisei Uchida; Naoki Kita

  IEEE Transactions on Cognitive Communications and Networking, Dec. 2021, Lead author, Corresponding author

  
• When Wireless Communications Meet Computer Vision in Beyond 5G

  Takayuki Nishio; Yusuke Koda; Jihong Park; Mehdi Bennis; Klaus Doppler

  IEEE Communications Standards Magazine, Jun. 2021

  
• Distillation-Based Semi-Supervised Federated Learning for Communication-Efficient Collaborative Training With Non-IID Private Data

  Sohei Itahara; Takayuki Nishio; Yusuke Koda; Masahiro Morikura; Koji Yamamoto

  IEEE Transactions on Mobile Computing, 01 Jan. 2023

  
• Stochastic Geometry Analysis of Wireless Backhaul Networks with Beamforming in Roadside Environments

  Yuxiang FU; Koji YAMAMOTO; Yusuke KODA; Takayuki NISHIO; Masahiro MORIKURA; Chun-hsiang HUANG; Yushi SHIRATO; Naoki KITA

  IEICE Transactions on Communications, 01 Jan. 2021

  
• Differentially Private Aircomp Federated Learning with Power Adaptation Harnessing Receiver Noise

  Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  GLOBECOM 2020 - 2020 IEEE Global Communications Conference, Dec. 2020, Lead author, Corresponding author

  
• Deep Reinforcement Learning-based Beam Tracking from mmWave Antennas Installed on Overhead Messenger Wires

  Masao Shinzaki; Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura; Chun-hsiang Huang; Yushi Shirato; Naoki Kita

  2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall), Nov. 2020

  
• Adversarial Reinforcement Learning-based Robust Access Point Coordination Against Uncoordinated Interference

  Yuto Kihira; Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall), Nov. 2020

  
• Communication-Efficient Multimodal Split Learning for mmWave Received Power Prediction

  Yusuke Koda; Jihong Park; Mehdi Bennis; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura; Kota Nakashima

  IEEE Communications Letters, Jun. 2020, Lead author, Corresponding author

  
• Handover Management for mmWave Networks With Proactive Performance Prediction Using Camera Images and Deep Reinforcement Learning

  Yusuke Koda; Kota Nakashima; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  IEEE Transactions on Cognitive Communications and Networking, Jun. 2020, Lead author, Corresponding author

  
• Cooperative Sensing in Deep RL-Based Image-to-Decision Proactive Handover for mmWave Networks

  Yusuke Koda; Kota Nakashima; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  2020 IEEE 17th Annual Consumer Communications & Networking Conference (CCNC), Jan. 2020, Lead author, Corresponding author

  
• Reducing Transmission Delay in EDCA Using Policy Gradient Reinforcement Learning

  Masao Shinzaki; Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  2020 IEEE 17th Annual Consumer Communications & Networking Conference (CCNC), Jan. 2020

  
• One Pixel Image and RF Signal Based Split Learning for mmWave Received Power Prediction

  Yusuke Koda; Jihong Park; Mehdi Bennis; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  Proceedings of the 15th International Conference on emerging Networking EXperiments and Technologies, 09 Dec. 2019, Lead author, Corresponding author

  
• Proactive Received Power Prediction Using Machine Learning and Depth Images for mmWave Networks

  Takayuki Nishio; Hironao Okamoto; Kota Nakashima; Yusuke Koda; Koji Yamamoto; Masahiro Morikura; Yusuke Asai; Ryo Miyatake

  IEEE Journal on Selected Areas in Communications, Nov. 2019

  
• Impact of Input Data Size on Received Power Prediction Using Depth Images for mm Wave Communications

  Kota Nakashima; Yusuke Koda; Koji Yamamoto; Hironao Okamoto; Takayuki Nishio; Masahiro Morikura; Yusuke Asai; Ryo Miyatake

  2018 IEEE 88th Vehicular Technology Conference (VTC-Fall), Aug. 2018

  
• Reinforcement learning based predictive handover for pedestrian-aware mmWave networks

  Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Apr. 2018, Lead author, Corresponding author

  
• Measurement Method of Temporal Attenuation by Human Body in Off-the-Shelf 60 GHz WLAN with HMM-Based Transmission State Estimation

  Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  Wireless Communications and Mobile Computing, 2018, Lead author, Corresponding author

  
• Time Series Measurement of IEEE 802.11ad Signal Power Involving Human Blockage with HMM-Based State Estimation

  Yusuke Koda; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  2017 IEEE 86th Vehicular Technology Conference (VTC-Fall), Sep. 2017, Lead author, Corresponding author

  
• Statistical prediction of human blockage for camera-assisted mmWave communications

  Yusuke Koda; Yuta Oguma; Takayuki Nishio; Koji Yamamoto; Masahiro Morikura

  IEEE VTS Asia Pacific Wireless Communications Symposium, Aug. 2016, Lead author, Corresponding author

  

Presentations

• Distributed Heteromodal Split Learning for Vision Aided mmWave Received Power Prediction

  Yusuke Koda; Jihong Park; Mehdi, Bennis; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  Workshop on Split Learning for Distributed Machine Learning (SLDML’21), 05 Mar. 2021, Invited

  
• Communication-Efficient Multimodal Split Learning for mmWave Received Power Prediction

  Yusuke Koda; Jihong Park; Mehdi Bennis; Koji Yamamoto; Takayuki Nishio; Masahiro Morikura

  Workshop on Split Learning for Distributed Machine Learning (SLDML’21), 05 Mar. 2021, Invited

  
• Visual data-driven millimeter wave communication systems

  Yusuke Koda

  京都大学大学院情報学研究科通信情報システム専攻談話会, 15 Oct. 2021, Invited

  
• Over-the-Air Computation for Scalable, Lightweight, and Privacy Preserving Edge Machine Learning

  Yusuke Koda

  電子情報通信学会ソサイエティ大会, 15 Sep. 2021, Invited

  

Industrial Property Rights

• 特許7236708, 特開2022-046051, 特願2020-151896, 制御装置、それを備えた無線局、コンピュータに実行させるためのプログラムおよびプログラムを記録したコンピュータ読み取り可能な記録

  山本高至; 香田優介; 紀平悠人; 矢野一人

  

Awards

• 25 Sep. 2017

  IEEE VTS Tokyo Chapter Young Researcher's Encouragement Award
• 18 Feb. 2021

  第１７回IEEE関西支部学生研究奨励賞
• 19 Mar. 2020

  第３５回電気通信普及財団賞テレコムシステム技術賞
• 25 Mar. 2021

  第３６回電気通信普及財団賞テレコムシステム技術学生賞
• 25 Jan. 2022

  ２０２１年度C&C若手優秀論文賞（公益財団法人NEC　C&C財団）
• 27 Nov. 2019

  超知性ネットワーキングに関する分野横断型研究会優秀ポスター発表賞（IEICE）
• 11 Mar. 2021

  第８３回電子情報通信学会学術奨励賞

External funds: others

• (Declined) Application-aware beyond-level A wireless communications

  Japan society for the promotion of science (JSPS), Overseas Research Fellowship
• Differentially private airComp federated learning with power adaptation harnessing receiver noise

  C&C public interest incorporated foundation, International conference travel grant

  From 07 Dec. 2020, To 11 Dec. 2020
• Camera-assisted Framework for Reliable, Decentralized, and Ultra-Dense Millimeter Wave Networks

  Nokia Foundation, Centennial Scholarship

  From 16 Jun. 2019, To 06 Sep. 2019

Education

Teaching subject(s)

• From 01 Apr. 2023, To 31 Mar. 2024

  Advanced Practice of Electrical and Electronic Engineering

  6202, Fall, Faculty of Engineering, 2

Administration

Faculty management (title, position)

• From 01 Apr. 2023, To 31 Mar. 2024

  システム運用WG委員
• From 01 Apr. 2023, To 31 Mar. 2023

  情報セキュリティWG委員