Faculty Profiles - KITA, Eisuke

Papers - KITA, Eisuke

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Vehicle Platooning Simulation to Avoid Collision with Pedestrian Reviewed

Nozomi Murai, Tatsuhiro Tamaki, Eisuke Kita

Innovative Theory and Practices in Structural Engineering and Construction 2023.8

渋滞吸収運転による交通渋滞緩和シミュレーション International coauthorship

Firdaus Sukarman, 山田修也, 玉城龍洋, 北栄輔,

計算工学講演会講演論文集 2023.6

機械学習モデルを用いた画像認識による建設資材ストック推計 Reviewed

長尾征洋，竹内詢喜，玉崎美結，森田大登，北　栄輔，白川博章，谷川寛樹

土木学会論文誌G Vol. 78 ( 6 ) page： II-19 - II-25 2023.3

Automate Mobile Robot Actions Strategy Using Grammatical Evolution

SUKARMAN Firdaus, KITA Eisuke

Proceedings of International Conference on Design and Concurrent Engineering & Manufacturing Systems Conference Vol. 2023 ( 0 ) page： 28 2023

Authorship：Last author,　Corresponding author Language：English Publisher：The Japan Society of Mechanical Engineers

<p>Creating a control program for robots needs explicit definition of each action to handle inputs from sensors and produce outputs to actuator. The aim of this project is to use Grammatical Evolution (GE) to automate the process of producing multiple actions as strategy. This algorithm can separate searching space and generated program, thus eliminating human criteria bias when creating a robot controller while able to find more optimized and complex actions strategy. The evaluation is done through partially observed maze problem which objective to find goal without defining starting orientation and discoverable path along the way.</p>

DOI： 10.1299/jsmeidecon.2023.0_28

CiNii Research

SSE-Based Evolutionary Algorithm for Hyper-parameter Optimization of LightGBM on Paddy Rice Yield Prediction Problem

Takai A., Makino H., Kita E.

Conference Proceedings IEEE International Conference on Systems Man and Cybernetics page： 4375 - 4380 2023

Publisher：Conference Proceedings IEEE International Conference on Systems Man and Cybernetics

One of the purposes of smart agriculture is to predict the yield of paddy rice using agricultural data using machine learning. LightGBM, one of the machine learning algorithms, is applied to the yield prediction problem of paddy rice in this paper. Since LightGBM has a large number of hyperparameters, the hyperparameter optimization using the stochastic schemata exploiter (SSE) is used. From the results of comparison with Genetic Algorithm (GA), it is confirmed that SSE has a fast convergence speed. In addition, it is found that the higher the mutation rate of SSE, the more converged to the global optimal solution without falling into the local solution.

DOI： 10.1109/SMC53992.2023.10393933

Scopus

複数の意味を持つラベルを対象としたハッシュタグ推薦システムの改良について

神野悦太郎, 北栄輔

情報処理学会数理モデル化と問題解決 2022.12

倉庫を介して貨客混載を行うデマンドバスシステムのモデル化とシミュレーション解析

武田淳弘, 北栄輔

情報処理学会数理モデル化と問題解決 2022.12

Traffic simulation consisting of vehicles in platoon and other vehicles Reviewed

Eisuke Kita, Diauke Ishizawa, Tatsuhiro Tamaki

Sixth Australasia and South-East Asia Structural Engineering and Construction Conference (ASEA-SEC-06), Sydney Australia, November 28-December 2, 2022. 2022.11

Weight-Training Ensemble Model for Stock Price Forecast Reviewed

2022 IEEE International Conference on Data Minig Workshop (IEEE ICDMW2022) 2022.11

Preface

Wang E.X., Peters J., Voyles R., Xie M., Li J., Kita E., Mariani S., Temeltas H., Molfino R., Magel K., Tcherepashenets N., Wang S., Yu Y.H., Hasan Z.H.B.A., Ramos M., Kaneko A.M., bin Hussein M., Lu Y.S., Gabbar H.A., Atyabi A., Jamal L., Yang L., Wang D., Zhao B., Sobh T., Hanafi D., Berrezueta S.

ACM International Conference Proceeding Series 2022.11

Auto-generated Control Program in Mobile Robot using Grammatical Evolution Reviewed International coauthorship

Sukarman F., Kita E.

ACM International Conference Proceeding Series page： 1 - 5 2022.11

重み学習アンサンブルの株価予測への応用

高井彩名，Zhao Jianing，北栄輔

日本機械学会最適化シンポジウム 2022.11

車両追従モデルを用いた混在交通における隊列走行シミュレーション

山田修也，村上輝，石澤大翼，北栄輔

日本機械学会最適化シンポジウム 2022.11

The Application of Bayesian Estimation for the Prediction of Economic Trends Reviewed

Vol. 16 ( 2 ) page： 239 - 258 2022.10

Prediction Algorithm of Hashtags for Image Posting Social Network Services Reviewed

Vol. 16 ( 2 ) page： 291 - 305 2022.10

水稲の収穫予測とその応用 Reviewed

鈴木麻央，正　北栄輔

日本機械学会第32回設計工学システム部門講演会 2022.9

Application of Grammatical Evolution for Design of Control Program of Robot Reviewed

Firdaus Sukarman, Ryoma Sato, Eisuke Kita

The joint 15th World Congress on Computational Mechanics (WCCM XV) and the 8th Asian Pacific Congress on Computational Mechanics (APCOM VIII), July 31-August 5, 2022 in Yokohama, Japan. 2022.7

Optimization of Generative Adversarial Networks on Successive Image Generation of Walking Pedestrian Reviewed

Bate He, Eisuke Kita

The joint 15th World Congress on Computational Mechanics (WCCM XV) and the 8th Asian Pacific Congress on Computational Mechanics (APCOM VIII), July 31-August 5, 2022 in Yokohama, Japan. 2022.7

Comparison of Velocity Control Models in Case of Merging of Two Short Vehicle Platoons Invited Reviewed

Eisuke Kita, Yuki Yoshida, Tatsuhiro Tamaki

4th European and Mediterranean Structural Engineering and Construction Conference (EURO-MED-SEC-04), Leipzig, Germany, June 20-25, 2022. 2022.6

Comparison of Velocity Control Models in Case of Merging of Two Short Vehicle Platoons Invited Reviewed

Eisuke Kita, Yuki Yoshida, Tatsuhiro Tamaki

4th European and Mediterranean Structural Engineering and Construction Conference (EURO-MED-SEC-04), Leipzig, Germany, June 20-25, 2022. Vol. 9 ( 1 ) page： AAC - 06 2022.6

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