Hiroyuki Sato

Profile Information

Affiliation: Professor, Department of Informatics, Graduate School of Informatics and Engineering, The University of Electro-Communications

Degree: Doctor of Engineering(Mar, 2009, Shinshu University)
Master of Engineering(Mar, 2005, Shinshu University)
Bachelor of Engineering(Mar, 2003, Shinshu University)

Researcher number: 60550978
J-GLOBAL ID: 200901026983540640
researchmap Member ID: 6000017792

External link: https://nic.lab.uec.ac.jp/index.php/hiroyukisato_en/

Research Interests

Research Areas

Informatics / Soft computing /

Research History

Education

Apr, 2006 - Mar, 2009

Department of Mathematics and System Development, The Interdisciplinary Graduate School of Science and Technology, Shinshu University
Apr, 2003 - Mar, 2005

Department of Electrical and Electronic Engineering, The Division of Science and Technology, Shinshu University
Apr, 1999 - Mar, 2003

Department of Electrical and Electronic Engineering, Faculty of Engineering, Shinshu University

Committee Memberships

2022 - Present

Chair, IEEE CIS Task Force on Many-Objective Optimisation
Apr, 2021 - Present

運営委員会運営委員, 情報処理学会数理モデル化と問題解決研究会
Jul, 2015 - Present

編集委員, Swarm and Evolutionary Computation (ELSEVIER)
Mar, 2012 - Present

論文誌編集員, 進化計算学会
Mar, 2012 - Present

専門委員, 進化計算学会
2011 - Present

Program Committee, Genetic and Evolutionary Computation Conference
2010 - Present

Technical Program Committee, IEEE Congress on Evolutionary Computation
Apr, 2023 - Mar, 2025

Editorial Advisory Board, Transactions on Electrical and Electronic Engineering, The Institute of Electrical Engineers of Japan (IEEJ)
Jun, 2024 - Jul, 2024

On-Line Conference Co-Chairs, IEEE WCCI2024
Jul, 2022 - Jul, 2023

EMO Track chair, Genetic and Evolutionary Computation Conference
Apr, 2019 - Mar, 2023

編集委員, 情報処理学会論文誌数理モデル化と応用編集委員会
Dec, 2021 - Nov, 2022

論文誌, 進化計算シンポジウム2021特集号編集委員, 進化計算学会
Oct, 2017 - Sep, 2021

理事(研究会担当), 進化計算学会
Jun, 2020 - Mar, 2021

論文誌ジャーナル/JIP 査読委員, 情報処理学会
Apr, 2017 - Mar, 2021

幹事, 情報処理学会数理モデル化と問題解決研究会
Jun, 2016 - May, 2020

編集委員（基盤グループ）, 情報処理学会論文誌ジャーナル編集委員会（WG）
Jun, 2016 - May, 2020

論文誌ジャーナル/JIP編集委員（Computing Group）, 情報処理学会
Dec, 2018

Program Committee Vice Chair, SCIS&ISIS2018
Sep, 2018

2018 JPNSEC International Workshop on Evolutionary Computation, Program Chair, JPNSEC
Jul, 2018

Local Arrangement, Local Financial Chair, Student Affair Chair, GECCO2018(Genetic and Evolutionary Computation Conference)

Awards

Jul, 2024

Best Paper Award, Designing Helper Objectives in Multi-objectivization, 2024 IEEE Congress on Evolutionary Computation (CEC2024)

Scoichiro Tanaka, Arnaud Liefooghe, Keiki Takadama, Hiroyuki Sato
Dec, 2023

論文誌論文賞, Niching Migratory Multi-Swarm Optimization for Multiple Local Minimum Search: Towards Constant population and Concurrent Search by Physical Robots, 進化計算学会

Yusuke Maekawa, Kodai Kawano, Sho Kajihara, Yukiko Fukumoto, Hiroyuki Sato, Keiki Takadama
Dec, 2023

論文誌論文賞, Misclassification Detection and Correction based on Conditional VAE for Rule Evolution in Learning Classifier System, 進化計算学会

Hiroki Shiraishi, Masakazu Tadokoro, Yohei Hayamizu, Yukiko Fukumoto, Hiroyuki Sato, Keiki Takadama
Dec, 2022

論文誌論文賞, A Multi-objective Evolutionary Algorithm Using Weight Vector Arrangement Based on Pareto Front Estimation, 進化計算学会

Tomoaki Takagi, Keiki Takadama, Hiroyuki Sato
Jul, 2022

Best Paper Award, Absumption based on Overgenerality and Condition-Clustering based Specialization for XCS with Continuous-Valued Inputs, 2022 Genetic and Evolutionary Computation Conference (GECCO2022)

Hiroki Shiraishi, Yohei Hayamizu, Hiroyuki Sato, Keiki Takadama
Oct, 2021

Best Paper Award, Self-Structured Cortical Learning Algorithm by Dynamically Adjusting Columns and Cells, Journal of Advanced Computational Intelligence and Intelligent Informatics (JACIII)

Sotetsu Suzugamine, Takeru Aoki, Keiki Takadama, Hiroyuki Sato
Dec, 2020

論文誌論文賞, Simulation-based Evolutionary Multi-objective Optimization of Air conditioning Schedule in Office Building, 進化計算学会論文誌

Yoshihiro Ohta, Hiroyuki Sato
Dec, 2019

進化計算シンポジウム2019 ベストポスター発表賞, 進化計算学会
Aug, 2019

貢献賞, 日本知能情報ファジィ学会
Dec, 2018

Best Paper Award, 2018 Joint 10th International Conference on Soft Computing and Intelligent Systems and 19th International Symposium on Advanced Intelligent Systems (SCIS&ISIS2018)
Nov, 2017

優秀論文賞, 計測自動制御学会システム・情報部門学術講演会 SSI2017
Nov, 2016

論文誌論文賞, 計測自動制御学会システム・情報部門
Dec, 2015

論文誌論文賞, 進化計算学会論文誌
Dec, 2015

Best Oral Presentation Award, ISCBI2015 (3rd International Symposium on Computational and Business Intelligence)
Jul, 2014

Best Paper Award, 2014 Genetic and Evolutionary Computation Conference (GECCO 2014)
Dec, 2012

論文誌論文賞, 進化計算学会論文誌
Dec, 2012

最優秀発表賞, 進化計算シンポジウム2012
Dec, 2011

Young Researcher Award, IEEE Computational Intelligence Society Japan Chapter
Jul, 2011

Best Paper Award, 2011 Genetic and Evolutionary Computation Conference (GECCO 2011)
Jun, 2011

2010年度研究会優秀賞, 人工知能学会

Papers

252

Multiple Swarms Optimization by Archiving Potential Areas: Towards Rover Planetary Exploration of Potential Areas Which Number and Distribution are Unknown

Keiki Takadama, Yusuke Maekawa, Ryuki Ishizawa, Shoei Fujita, Ryo Takano, Fumito Uwano, Hiroyuki Sato

2024 International Symposium on Artificial Intelligence, Robotics and Automation in Space ( i-SAIRAS 2024)), Nov, 2024 Peer-reviewedLast author
Image Recognition Imitating Saccadic Eye Movement in Grid Cell Net

Yuichi Matsuda, Kazuma Niwa, Takeru Aoki, Keiki Takadama, Hiroyuki Sato

2024 Joint 13th International Conference on Soft Computing and Intelligent Systems and 25th International Symposium on Advanced Intelligent Systems (SCIS&ISIS2024), 1-6, Nov, 2024 Peer-reviewedLast author
The Impact of Tournament Size on the Performance of Evolutionary Multi-Objective and Many-Objective Algorithms

Yuta Nakanishi, Mamoru Doi, Hiroyuki Sato

2024 Joint 13th International Conference on Soft Computing and Intelligent Systems and 25th International Symposium on Advanced Intelligent Systems (SCIS&ISIS2024), 1-8, Nov, 2024 Peer-reviewedLast author
PSO and CMA-ES based on Optima Tracking for Dynamic Function Optimization

Shoei Fujita, Ryuki Ishizawa, Hiroyuki Sato, Keiki Takadama

Transaction of the Japanese Society for Evolutionary Computation, 15(1) 46-57, Oct, 2024 Peer-reviewed
Optimization of Real-World Systems Using Evolutionary Computation

Hiroyuki Sato

SICE Journal of Control, Measurement, and System Integration, 63(10) 627-633, Oct, 2024 Peer-reviewedInvitedLead authorLast authorCorresponding author
Generating High-Dimensional Prototypes with a Classifier System by Evolving in Latent Space

Naoya Yatsu, Hiroki Shiraishi, Hiroyuki Sato, Keiki Takadama

Genetic and Evolutionary Computation Conference (GECCO 2024), 2127-2130, Jul, 2024 Peer-reviewed
Approximating Pareto Local Optimal Solution Networks

Shoichiro Tanaka, Gabriela Ochoa, Arnaud Liefooghe, Keiki Takadama, Hiroyuki Sato

Genetic and Evolutionary Computation Conference (GECCO 2024), 603-611, Jul, 2024 Peer-reviewedLast author
Prototype Generation with sUpervised Classifier system on kNN matching

Naoya Yatsu, Hiroki Shiraishi, Hiroyuki Sato, Keiki Takadama

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewed
Design of Generalized and Specialized Helper Objectives for Multi-objective Continuous Optimization Problems

Keigo Mochizuki, Tomoki Ishizuka, Naoya Yatsu, Hiroyuki Sato, Keiki Takadama

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewed
From multipoint search to multiarea search: Novelty-based multi-objectivization for unbounded search space optimization

Ryuki Ishizawa, Hiroyuki Sato, Keiki Takadama

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewed
Designing Helper Objectives in Multi-objectivization

Shoichiro Tanaka, Arnaud Liefooghe, Keiki Takadama, Hiroyuki Sato

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewedLast author
Pareto Front Estimation Model Optimization for Aggregative Solution Set Representation

Naru Okumura, Keiki Takadama, Hiroyuki Sato

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewedLast author
Push and Pull Search with Directed Mating for Constrained Multi-objective Optimization

Ryo Takamiya, Minami Miyakawa, Keiki Takadama, Hiroyuki Sato

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewedLast author
Should Multi-objective Evolutionary Algorithms Use Always Best Non-dominated Solutions as Parents?

Kazuma Sato, Naru Okumura, Keiki Takadama, Hiroyuki Sato

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewedLast author
Evolutionary Constrained Multi-Factorial Optimization Based on Task Similarity

Shio Kawakami, Keiki Takadama, Hiroyuki Sato

2024 IEEE Congress on Evolutionary Computation (CEC2024), 1-8, Jun, 2024 Peer-reviewedLast author
Multi-Layer Cortical Learning Algorithm for Forecasting Time-Series Data with Smoothly Changing Variation Patterns

Kazushi Fujino, Keiki Takadama, Hiroyuki Sato

2024 The International Joint Conference on Neural Networks (IJCNN2024), 1-8, Jun, 2024 Peer-reviewedLast author
目的関数の推定類似度を用いる進化計算による多因子最適化

川上紫央, 高玉圭樹, 佐藤寛之

進化計算学会論文誌, 14(1) 40-54, Dec, 2023 Peer-reviewedLast author
Adaptive Action-prediction Cortical Learning Algorithm Under Uncertain Environments

Kazushi Fujino, Takeru Aoki, Keiki Takadama, Hiroyuki Sato

International Journal of Hybrid Intelligent Systems, 225-245, Nov, 2023 Peer-reviewedLast author
A Biased Multi-objective Item Stock Optimization Using Evolutionary Algorithms

Kazuma Sato, Yasuyuki Mitsui, Shio Kawakami, Shoichiro Tanaka, Hiroyuki Sato

The 5th ASEAN-UEC Workshop on Informatics and Engineering, 1-2, Sep, 2023 Peer-reviewedLast author
A Preliminary Study on Spatially Distributed Data Forecast Using Cortical Learning Algorithm

Kazuma Niwa, Takeru Aoki, Kazushi Fujino, Keiki Takadama, Hiroyuki Sato

The 5th ASEAN-UEC Workshop on Informatics and Engineering, 1-2, Sep, 2023 Peer-reviewedLast author

Books and Other Publications

Many-Criteria Optimization and Decision Analysis

(Role: Joint author, Chapter 5 Many-Objective Quality Measures)

Jul 28, 2023 (ISBN: 9783031252631)
人工知能AI事典第3版

(Role: Contributor)

Dec 21, 2019

Presentations

236

制約と目的の類似度を変更可能な多因子ナップザック問題と進化計算の効果

川上紫央, 高玉圭樹, 佐藤寛之

第26回進化計算学会研究会, Sep 9, 2024
Evolutionary Many-Objective Optimization

Hiroyuki Sato

The 2nd IEEE Computational Intelligence Society (CIS) Summer School on Contemporary Advancement in Multi Objective Optimization (CAMOO), Aug 18, 2024, IEEE Computational Intelligence Society, Kolkata Chapter Invited
パレートフロントのアンサンブル推定に関する検討

木川田幸翼, 奥村成, 高玉圭樹, 佐藤寛之

第25回進化計算学会研究会, 2024
解集合アグリゲーションのためのパレートフロントモデルの最適化―テスト問題とビル運用最適化問題における検証―

奥村成, 太田恵大, 佐藤冬樹, 高玉圭樹, 佐藤寛之

第25回進化計算学会研究会, 2024
⼤脳新⽪質学習に基づくサッカード運動の模倣に関する検討

松⽥優⼀, 丹⽻和磨, ⾼⽟圭樹, 佐藤寛之

第51回知能システムシンポジウム，計測自動制御学会システム・情報部門, 2024
⼤脳新⽪質学習に基づく多変量の時系列予測の補完に関する検討

丹⽻和磨, 藤野和志, ⾼⽟圭樹, 佐藤寛之

第51回知能システムシンポジウム，計測自動制御学会システム・情報部門, 2024
Sustainable Real-world Applications Through Evolutionary Multi/Many-objective Optimization

Hiroyuki Sato

The 14th International Conference on Cloud Computing, Data Science & Engineering (Confluence 2024), 2024 Invited
パレート局所解ネットワークの近似的な構築

田中彰一郎, Gabriela Ochoa, Arnaud Liefooghe, 髙玉圭樹, 佐藤寛之

進化計算シンポジウム2023, 2023
制約付き多目的最適化のためのプッシュ・プル探索における指向性交配

高宮諒翔, 宮川みなみ, 髙玉圭樹, 佐藤寛之

進化計算シンポジウム2023, 2023
タスク間類似度を用いる制約付き進化多因子最適化に関する一検討

川上紫央, 髙玉圭樹, 佐藤寛之

進化計算シンポジウム2023, 2023
多目的進化計算における非劣解アーカイブからの親集合の再選択に関する検討

佐藤和磨, 奥村成, 髙玉圭樹, 佐藤寛之

進化計算シンポジウム2023, 2023
洋上の航空路への合流へ向けたロバストスケジューリング

石塚智貴, 佐藤寛之, 髙玉圭樹

進化計算シンポジウム2023, 2023
多目的連続最適化問題における変数間属性を考慮したヘルパー関数の設計

望月啓吾, 谷津直弥, 佐藤寛之, 髙玉圭樹

進化計算シンポジウム2023, 2023
PSOとCMA-ESの相互支援による動的関数のピーク追従

藤田翔英, 石澤竜希, 佐藤寛之, 髙玉圭樹

進化計算シンポジウム2023, 2023
目的関数変形による局所解探索の促進

空閑智也, 佐藤寛之, 髙玉圭樹

進化計算シンポジウム2023, 2023
k近傍照合を用いた進化的ルール学習によるWeighted Prototype Selection

谷津直弥, 白石洋輝, 佐藤寛之, 髙玉圭樹

進化計算シンポジウム2023, 2023
非有界探索空間最適化に向けたNovelty based Multi-Objectivizationによる多峰性多点探索

石澤竜希, 佐藤寛之, 髙玉圭樹

進化計算シンポジウム2023, 2023
Evolutionary Multi/Many-objective Optimization and Sustainability-related Real-world Applications

Hiroyuki Sato

Fifth International Conference on Computational Intelligence in Communications and Business Analytics (CICBA-2023), 2023 Invited
車列表現の一般化による多様な車列に適用可能な車両入替手順の進化的最適化

古屋敬祐, 中理怡恒, 長濱章仁, 佐藤寛之, 髙玉圭樹

進化計算学会, 第16回進化計算シンポジウム 2022, 2022
進化的ルール学習と次元削減・生成モデルのハイブリッドモデルにおける観測空間での報酬による潜在空間を経由したルール学習手法

谷津直弥, 白石洋輝, 佐藤寛之, 髙玉圭樹

進化計算学会, 第16回進化計算シンポジウム 2022, 2022

Teaching Experience

Professional Memberships

Apr, 2011 - Present

IEEE (Institute of Electrical and Electronics Engineers)
Apr, 2011 - Present

ACM (Association for Computing Machinery)
May, 2010 - Present

The Japanese Society for Evolutionary Computation
Apr, 2010 - Present

The Japanese Society for Artificial Intelligence
Apr, 2009 - Present

Information Processing Society of Japan

Research Projects

Multi-objective Evolutionary Computation Using Solution Set Aggregation

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, Apr, 2022 - Mar, 2025

Hiroyuki Sato, Keiki Takadama
Detecting, predicting, and deterring fake news using information-sharing models

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, Apr, 2021 - Mar, 2024

Hiroshi Yoshiura, Hiroyuki Sato
Simultaneous Problem Set Optimization Using Evolutionary Computation

Grants-in-Aid for Scientific Research, Grant-in-Aid for Scientific Research (C), Japan Society for the Promotion of Science, Apr, 2019 - Mar, 2023

Sato Hiroyuki
Search Algorithm Mapping of Evolutionary Multi-objective Optimization and Its Utilization on Unknown Problems

Grants-in-Aid for Scientific Research, Grant-in-Aid for Young Scientists (B), Japan Society for the Promotion of Science, Apr, 2017 - Mar, 2020

Sato Hiroyuki
Multi-level robust solution search for evolutionary multi-objective design optimization

Grants-in-Aid for Scientific Research, Grant-in-Aid for Young Scientists (B), Japan Society for the Promotion of Science, Apr, 2014 - Mar, 2016

Sato Hiroyuki
研究助成: 進化計算による大規模な工学設計最適化に関する研究

大川情報通信基金, 2014 - 2014

Hiroyuki Sato
Development of effective evolutionary algorithms for many-objective optimization

Grants-in-Aid for Scientific Research, Grant-in-Aid for Research Activity Start-up, Japan Society for the Promotion of Science, 2009 - 2010

SATO Hiroyuki

Industrial Property Rights

United States Patent Application, 20240183556, Kind Code:A1 EQUIPMENT CONTROL DEVICE, EQUIPMENT CONTROL METHOD, AND COMPUTER READABLE MEDIUM

Yoshihiro Ohta, Masanori Hashimoto, Jin Kawasaki, Shinichiro Otani, Risa Murakami, Yosuke Kaneko, Hiroyuki Sato, Kohei Fukuhara, Ryo Kumagai
特許第7408019号設備制御装置、設備制御方法および設備制御プログラム

太田恵大, 橋本昌典, 川崎仁, 大谷晋一郎, 村上莉沙, 金子洋介, 佐藤寛之, 福原洸平, 熊谷涼
特開2023-167161 情報処理装置、情報処理方法、プログラム

三井康行, 佐藤寛之, 山越悠貴

Academic Activities

Special Session on Make It Easy! Evolutionary Computation with Additional Objective Functions

Planning, management, etc.

Shoichiro Tanaka, Keiki Takadama, Hiroyuki Sato, Jun 30, 2024 - Jul 5, 2024
Special Session on Evolutionary Computation and Swarm Intelligence for Dynamical Environments and Multitasking Problems: Let Two Different Approaches Meet

Planning, management, etc.

Keiki Takadama, Shio Kawakami, Hiroyuki Sato, Jun 30, 2024 - Jul 5, 2024
Workshop on Computational Intelligence Applications

Planning, management, etc.

Hiroyuki Sato, Akira Oyama, Ohta Yoshihiro, Takehisa Kohira, Takakuni Minewaki, Masaya Nakata, Jun 30, 2024 - Jul 5, 2024
企画セッション進化計算の新展開

Planning, management, etc.

高木智章, 田中彰一郎, 二村成彦, 川上紫央, 大山聖, 佐藤寛之, Nov 25, 2022 - Nov 27, 2022
パネルセッション進化計算による実世界システムの最適化

Planning, management, etc.

佐藤寛之,玉置久,藤井信忠,村田忠彦, Nov 25, 2022 - Nov 27, 2022
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jul 18, 2022 - Jul 23, 2022
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jun 28, 2021 - Jul 1, 2021
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jul 19, 2020 - Jul 24, 2020
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jul 8, 2020 - Jul 12, 2020
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jul 13, 2019 - Jul 17, 2019
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jun 10, 2019 - Jun 13, 2019
Tutorial on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hisao Ishibuchi, Hiroyuki Sato, Jul 8, 2018 - Jul 13, 2018
Special Session on Parallel and Distributed Evolutionary Computation in the Inter-Cloud Era (PDEC)

Planning, management, etc.

Yuji Sato, Noriyuki Fujimoto, Hiroyuki Sato, Jul 8, 2018 - Jul 13, 2018
企画セッション進化計算の新世代

Planning, management, etc.

佐藤寛之, 宮川みなみ, Nov 25, 2017 - Nov 27, 2017
企画セッション進化計算の新世代

Planning, management, etc.

小野景子, 宮川みなみ, 佐藤寛之, Dec 6, 2016 - Dec 8, 2016
Special Session on Many-objective Optimization

Planning, management, etc.

Hiroyuki Sato, Jul 24, 2016 - Jul 29, 2016
Special Session on Many-objective Optimization

Planning, management, etc.

Hiroyuki Sato, May 25, 2015 - May 28, 2015
Workshop on Evolutionary Multi-Objective Optimization

Planning, management, etc.

Hiroyuki Sato, May 25, 2015 - May 28, 2015
Panel session on Evolutionary Many-Objective Optimization

Planning, management, etc.

Hiroyuki Sato, Tomohiro Yoshikawa, Yusuke Nojima, Jul 1, 2013 - Jul 4, 2013
Special Session on Evolutionary Multiobjective Optimization and Multiple Criteria Decision Making

Planning, management, etc.

Shinya Watanabe, Hiroyuki Sato, Nov 20, 2012 - Nov 24, 2012

Media Coverage

現実世界は最適化問題であふれている、SDGs時代にみる「進化計算」の可能性

IT media MONOist, Oct, 2022 Other
アスクル、EC事業における“個口別れ”の解消に「進化計算」を適用

インプレスデジタルクロス, Jun, 2022 Other
アスクルの物流センター「在庫配置最適化」に見るAI活用術進化計算をコア技術に数100時間の処理を数時間に短縮＝アスクル、電気通信大学、タイムインターメディアが協業で実証実験を展開＝

日本文書情報マネジメント協会機関誌IM(Journal of Image &Information Management, JIIMA), Apr, 2022 Other
ZEB (net Zero Energy Building)実現を，舞台裏で支えた技術を探る。

日経トレンディ2022年3月号, Feb, 2022 Other
アスクル・電通大・タイムインターメディア、AIによる物流センター在庫配置最適化に向け協働で実証実験を開始

日本経済新聞, Dec, 2021 Newspaper, magazine

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