研究者業績

鈴木 智

スズキ サトシ  (Satoshi Suzuki)

基本情報

所属
千葉大学 大学院工学研究院 准教授
学位
博士(工学)(2008年3月 千葉大学)

研究者番号
90571274
ORCID ID
 https://orcid.org/0000-0001-5343-4660
J-GLOBAL ID
202101014209760708
researchmap会員ID
R000022984

主要な研究キーワード

 3

受賞

 1

論文

 50
  • Abner Jr. Asignacion, Satoshi Suzuki
    IEEE Access 2024年9月  
  • Qi Wang, WANG WEI, Satoshi Suzuki
    Aerospace Science and Technology 2024年6月  
  • Qi Wang, WANG WEI, Ziran Li, Akio Namiki, Satoshi Suzuki
    Remote Sensing 2023年10月  
  • Hongxun Liu, Satoshi Suzuki
    Drones 7(8) 514-514 2023年8月3日  
    <jats:p>In the past few decades, drones have become lighter, with longer hang times, and exhibit more agile performance. To maximize their capabilities during flights in complex environments, researchers have proposed various model-based perception, planning, and control methods aimed at decomposing the problem into modules and collaboratively accomplishing the task in a sequential manner. However, in practical environments, it is extremely difficult to model both the drones and their environments, with very few existing model-based methods. In this study, we propose a novel model-free reinforcement-learning-based method that can learn the optimal planning and control policy from experienced flight data. During the training phase, the policy considers the complete state of the drones and environmental information as inputs. It then self-optimizes based on a predefined reward function. In practical implementations, the policy takes inputs from onboard and external sensors and outputs optimal control commands to low-level velocity controllers in an end-to-end manner. By capitalizing on this property, the planning and control policy can be improved without the need for an accurate system model and can drive drones to traverse complex environments at high speeds. The policy was trained and tested in a simulator, as well as in real-world flight experiments, demonstrating its practical applicability. The results show that this model-free method can learn to fly effectively and that it holds great potential to handle different tasks and environments.</jats:p>

MISC

 93
  • 徳元 颯人, 鈴木 智, 市川 智康, 栗原 寛典, 隅田 和哉
    ロボティクス・メカトロニクス講演会講演概要集 2022 1A1-J05 2022年  
  • 鈴木 智
    電気計算 / 電気書院 [編] 89(10) 20-25 2021年10月  
  • Satoshi Suzuki, Kenzo Nonami
    Journal of Robotics and Mechatronics 33(2) 195 2021年  
  • Takumi Wakabayashi, Yuma Nunoya, Satoshi Suzuki
    International Conference on Control, Automation and Systems 2021-October 412-417 2021年  
    Recently, in order to carry out tasks efficiently such as infrastructure inspection and goods transportation, operations using multi-rotor Unmanned Aerial Vehicles (UAVs) in formation flight are often considered. One of the main issues in motion planning among multiple UAVs is collision avoidance. Model Predictive Control (MPC) is characterized by its ability to consider collision avoidance in the framework of constrained optimization. For this reason, there have been many studies on collision avoidance using MPC, but few studies take into account the uncertainty that occurs in real environments. On the other hand, Chance constrained MPC (CCMPC) is considered to be more robust in collision avoidance due to the consideration of uncertainty. However, the structure of the collision probability constraint equation to be introduced into the evaluation function of MPC has not been sufficiently studied. In this study, the structure of equations for incorporating probability constraints into the evaluation function is examined. Moreover, by quantitatively comparing the equations with the same structure with deterministic constraints introduced into the evaluation function, the difference in collision avoidance is clarified.
  • 中橋和那, 鈴木智
    日本ロボット学会学術講演会予稿集(CD-ROM) 39th 2021年  

書籍等出版物

 5

講演・口頭発表等

 87
  • 徳元 颯人, 鈴木 智, 市川 智康, 栗原 寛典, 隅田 和哉
    ロボティクス・メカトロニクス講演会講演概要集 2022年 一般社団法人 日本機械学会
  • 松井 馨, 鈴木 智
    ロボティクス・メカトロニクス講演会講演概要集 2021年 一般社団法人 日本機械学会
  • 浜田 智, 鈴木 智, 市川 智康, 栗原 寛典, 隅田 和哉
    ロボティクス・メカトロニクス講演会講演概要集 2021年 一般社団法人 日本機械学会
  • 中橋和那, 鈴木智
    日本ロボット学会学術講演会予稿集(CD-ROM) 2021年
  • Takumi Wakabayashi, Yuma Nunoya, Satoshi Suzuki
    International Conference on Control, Automation and Systems 2021年
    Recently, in order to carry out tasks efficiently such as infrastructure inspection and goods transportation, operations using multi-rotor Unmanned Aerial Vehicles (UAVs) in formation flight are often considered. One of the main issues in motion planning among multiple UAVs is collision avoidance. Model Predictive Control (MPC) is characterized by its ability to consider collision avoidance in the framework of constrained optimization. For this reason, there have been many studies on collision avoidance using MPC, but few studies take into account the uncertainty that occurs in real environments. On the other hand, Chance constrained MPC (CCMPC) is considered to be more robust in collision avoidance due to the consideration of uncertainty. However, the structure of the collision probability constraint equation to be introduced into the evaluation function of MPC has not been sufficiently studied. In this study, the structure of equations for incorporating probability constraints into the evaluation function is examined. Moreover, by quantitatively comparing the equations with the same structure with deterministic constraints introduced into the evaluation function, the difference in collision avoidance is clarified.
  • 嶋村涼介, 鈴木智
    日本ロボット学会学術講演会予稿集(CD-ROM) 2020年
  • 仲渡文成, 鈴木智, 河村隆
    知能メカトロニクスワークショップ講演論文集(CD-ROM) 2019年 一般社団法人 日本機械学会
  • 森和樹, 鈴木智, 河村隆
    日本機械学会ロボティクス・メカトロニクス講演会講演論文集(CD-ROM) 2019年 一般社団法人 日本機械学会
  • 加藤優, 鈴木智
    日本機械学会運動と振動の制御シンポジウム論文集(CD-ROM) 2019年 一般社団法人 日本機械学会
  • Jun Hamada, Kenta Yamashiro, Satoshi Suzuki, Tomoyasu Ichikawa, Hironori Kurihara, Kazuya Sumida
    IFAC PAPERSONLINE 2019年 ELSEVIER
    In this study, we aim at realizing the adaptive control system that enables the multi-rotor helicopter to fly autonomously without the tuning by human operator. This paper presents the design of the inner loop feedback control of multi-rotor helicopter based on adaptive PID control. The controller is designed by using the theory of simple adaptive control (SAC) method. Numerical simulation and flight experiment are carried out to verify the efficiency of proposed feedback control. Copyright (C) 2019. The Authors. Published by Elsevier Ltd. All rights reserved.
  • 長谷川直輝, 鈴木智, 河村隆, 清水拓, 上野光, 村上弘記
    ロボティクスシンポジア予稿集 2019年
  • 大橋遼平, 鈴木智, 河村隆, 清水拓, 上野光, 村上弘記
    自動制御連合講演会(CD-ROM) 2018年 自動制御連合講演会
  • 清水拓, 金島義治, 鈴木智, 河村隆
    建設ロボットシンポジウム論文集(CD-ROM) 2018年
  • Takashi Sasaoka, Satoshi Suzuki
    IFAC-PapersOnLine 2018年
    In this paper, collision-free guidance control of multiple small aerial robots is designed. Collision avoidance should be considered in the operation of a fleet of aerial robots. A guidance control system using a distributed model predictive control (DMPC) is proposed to realize the collision avoidance. A constraint of the relative position vector between each robot is considered in the design for efficient avoidance. Small multi-rotor helicopter is considered as controlled object, and the guidance control system is designed by using the translational model of the helicopter. The robots exchange information about current state and optimal input sequence each other for calculating the predictive trajectory of others. Based on the calculated trajectories, each helicopter solves its local optimization problem. Here, sharing the velocity information is difficult because calculation processing capability of the small sensor and communication capability among the robots are strictly restricted. Therefore, a dynamic compensator for velocity compensation is introduced. By introducing the dynamic compensator, collision avoidance using only exchange on the position and the input sequence information is accomplished without exchanging velocity information. The effectiveness of the proposed control system is verified by numerical simulations and flight experiment.
  • Tomohiro Watanabe, Takashi Kawamura, Kojiro Iizuka, Satoshi Suzuki
    2017 56th Annual Conference of the Society of Instrument and Control Engineers of Japan (SICE) 2017年9月 IEEE
  • 片岡佐京, 鈴木智, 河村隆, 佐藤礼奈
    日本機械学会運動と振動の制御シンポジウム論文集(CD-ROM) 2017年 一般社団法人 日本機械学会
  • 笹岡岳, 柴田真充, 鈴木智, 飯塚浩二郎, 河村隆
    日本機械学会ロボティクス・メカトロニクス講演会講演論文集(CD-ROM) 2017年 一般社団法人 日本機械学会
  • 井野晃希, 鈴木智, 河村隆
    日本機械学会ロボティクス・メカトロニクス講演会講演論文集(CD-ROM) 2017年 一般社団法人 日本機械学会
  • 柴田真充, 笹岡岳, 鈴木智, 河村隆
    日本機械学会運動と振動の制御シンポジウム論文集(CD-ROM) 2017年 一般社団法人 日本機械学会
  • 龍野雅裕, 大橋遼平, 長谷川直輝, 鈴木智, 河村隆, 清水拓, 上野光, 村上弘記
    日本機械学会ロボティクス・メカトロニクス講演会講演論文集(CD-ROM) 2017年 一般社団法人 日本機械学会
  • 佐藤礼奈, 片岡佐京, 鈴木智, 河村隆
    計測自動制御学会システムインテグレーション部門講演会(CD-ROM) 2017年
  • 長谷川直輝, 鈴木智, 河村隆, 清水拓, 上野光, 村上弘記
    計測自動制御学会システムインテグレーション部門講演会(CD-ROM) 2017年
  • 笹岡岳, 柴田真充, 鈴木智, 河村隆
    計測自動制御学会システムインテグレーション部門講演会(CD-ROM) 2017年
  • 井野晃希, 鈴木智, 河村隆
    計測自動制御学会システムインテグレーション部門講演会(CD-ROM) 2017年
  • 柴田真充, 鈴木智, 笹岡岳, 飯塚浩二郎, 河村隆
    日本設計工学会研究発表講演会講演論文集 2017年
  • Satoshi Suzuki, Hongkyu Min, Tetsuya Wada, Kenzo Nonami
    Journal of Physics: Conference Series 2016年10月3日
    In this study, novel robust navigation system for aerial robot in GPS and GPS- denied environments is proposed. Generally, the aerial robot uses position and velocity information from Global Positioning System (GPS) for guidance and control. However, GPS could not be used in several environments, for example, GPS has huge error near buildings and trees, indoor, and so on. In such GPS-denied environment, Laser Detection and Ranging (LIDER) sensor based navigation system have generally been used. However, LIDER sensor also has an weakness, and it could not be used in the open outdoor environment where GPS could be used. Therefore, it is desired to develop the integrated navigation system which is seamlessly applied to GPS and GPS-denied environments. In this paper, the integrated navigation system for aerial robot using GPS and LIDER is developed. The navigation system is designed based on Extended Kalman Filter, and the effectiveness of the developed system is verified by numerical simulation and experiment.
  • 小山 創, 北島 一輝, 飯塚 浩二郎, 鈴木 智, 河村 隆
    講演論文集 2016年3月1日 一般社団法人日本機械学会
  • 浜田純, 鈴木智, 市川智康, 栗原寛典, 隅田和也
    日本機械学会ロボティクス・メカトロニクス講演会講演論文集(CD-ROM) 2016年 一般社団法人 日本機械学会
  • 浜田純, 鈴木智, 市川智康, 栗原寛典, 隅田和哉
    日本ロボット学会学術講演会予稿集(CD-ROM) 2016年
  • 長谷川直輝, 鈴木智, 河村隆, 清水拓, 上野光, 村上弘記
    日本ロボット学会学術講演会予稿集(CD-ROM) 2016年
  • Takashi Kawamura, Ryosuke Kamimura, Satoshi Suzuki, Kojiro Iizuka
    2015 IEEE Conference on Computational Intelligence and Games, CIG 2015 - Proceedings 2015年11月4日
    In this study, curling robot that can win in curling game with human has been developed. In previous papers, a stone delivery robot, strategy and motion simulator were developed. This paper deals with the game result of human and robot. A strategy simulator constructed by using a motion simulator that based on using the motion model. The strategy simulator evaluates the placement of stone and condition on the ice sheet, than determine the delivery parameter to the robot. Curling robot played and won one end game on irregular rules such as human team contained only one person and no time limits. This system was evaluated by the skilled coach and player after the game. Details and results of the game and evaluation result of the system were reported in this paper.
  • Taku Shimizu, Satoshi Suzuki, Takashi Kawamura, Hikaru Ueno, Hiroki Murakami
    2015 54th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2015 2015年9月30日
    Multi-copters have the capability to control the torque in three dimensions without interference from each axis. With that feasible characteristic, multi-copters are applied for many tasks. However, they cannot control the thrust in three dimensions, only in the vertical direction. Therefore, they cannot control their position and attitude independently. Because of this drawback, applicable tasks for conventional unmanned aerial vehicles (UAVs) are limited. The proposed U AV realizes 6DOF controllability by tilting the rotors of a conventional hexacopter. The proposed UAV can undertake the tasks that cannot be done by conventional multi-copters. The authors also designed the controller for the proposed U AV and the effectiveness was verified through a simulation.
  • Yohei Fujisawa, Satoshi Suzuki, Kojiro Iizuka, Takashi Kawamura
    2015 54th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2015 2015年9月30日
    © 2015 The Society of Instrument and Control Engineers-SICE. Fleet of flying robots are expected to be applied to various practical tasks such as surveillance, inspection of infrastructures, and rescue. In this study, we aim at realizing precise formation flight of multiple flying robots. To realize precise formation flight, high tracking performance for given path is required. Therefore, tracking controller should be designed. In this paper, tracking control system based on Differential Flatness is designed for small unmanned helicopter. The numerical simulation is carried out to verify the effectiveness of designed tracking controller.
  • Yohei Fujisawa, Satoshi Suzuki, Kojiro Iizuka, Takashi Kawamura
    2015 54TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE) 2015年9月30日 IEEE
    © 2015 The Society of Instrument and Control Engineers-SICE. Fleet of flying robots are expected to be applied to various practical tasks such as surveillance, inspection of infrastructures, and rescue. In this study, we aim at realizing precise formation flight of multiple flying robots. To realize precise formation flight, high tracking performance for given path is required. Therefore, tracking controller should be designed. In this paper, tracking control system based on Differential Flatness is designed for small unmanned helicopter. The numerical simulation is carried out to verify the effectiveness of designed tracking controller.
  • 龍野雅裕, 鈴木智, 柳澤源内, 横山保俊
    日本機械学会運動と振動の制御シンポジウム論文集(CD-ROM) 2015年 一般社団法人 日本機械学会
  • 藤澤陽平, 青柳匡尚, 鈴木智, 飯塚浩二郎, 河村隆
    日本機械学会運動と振動の制御シンポジウム論文集(CD-ROM) 2015年 一般社団法人 日本機械学会
  • 柳沢祐樹, 鈴木智, 市川智康, 栗原寛典, 隅田和哉
    日本機械学会運動と振動の制御シンポジウム論文集(CD-ROM) 2015年 一般社団法人 日本機械学会
  • 藤澤陽平, 青柳匡尚, 鈴木智, 飯塚浩二郎, 河村隆
    計測自動制御学会中部支部シンポジウム講演論文集 2015年
  • 龍野雅裕, 鈴木智, 柳澤源内, 横山保俊
    計測自動制御学会中部支部シンポジウム講演論文集 2015年
  • 相田 佳彦, 藤澤 陽平, 鈴木 智, 飯塚 浩二郎, 河村 隆, 池田 裕一
    ロボティクス・メカトロニクス講演会講演概要集 2014年 一般社団法人 日本機械学会
  • 龍野雅裕, SINGH Puneet, 鈴木智, 柳澤源内, 横山保俊
    日本機械学会ロボティクス・メカトロニクス講演会講演論文集(CD-ROM) 2014年 一般社団法人 日本機械学会
  • Kojiro Iizuka, Atsumu Oki, Satoshi Suzuki, Takashi Kawamura
    18th International Conference of the ISTVS 2014年
    In planetary explorations, rovers are required to traverse rough terrain that often includes craters (traces of meteorite impacts) and rear cliffs (walls that become bare as a result of not being covered with soil). Hence, it is important for the rovers not to overturn or lose mobility while traversing such terrain. Planetary rovers therefore are required a high performance to traverse rough terrain like loose soil with steeps. Our proposed robot has high mobility performance, especially; it can traverse loose soil with steep slopes. The proposed mechanism can support on surface of loose soil with steep slope because of it has "piles" which are penetrated into the soil. In other word, this robot can use earth pressure to support itself weight on loose soil with steep slope. The proposed robot has two bodies and four pile's units. Two bodies are connected two ball screws units. Therefore, the mobility motion of bodies is fro-back system. Then, the piles can be penetrated into soil by mechanism with up-down system. In this study, we research the optimal piles, for instance, the optimal diameter and the optimal penetrated length. We will furthermore carry out traversing experiments using slope actually, 20°, 25°, 30°. The supporting force of a pile moreover is measured by using the proposed experiment device. From these results, we discuss traversing performance of the proposed mechanism.
  • Kojiro Iizuka, Atsumu Oki, Satoshi Suzuki, Takashi Kawamura
    MOVIC 2014 - 12th International Conference on Motion and Vibration Control 2014年
    Autonomous mobility robots are required a high performance to traverse rough terrain like loose soil with steeps. Our proposed robot has high mobility performance, especially; it can traverse loose soil with steep slopes. The proposed mechanism can support on surface of loose soil with steep slope because of it has "piles" which are penetrated into the soil. In this study, we research the optimal piles, for instance, the optimal diameter and the optimal penetrated length. We will furthermore carry out traversing experiments using slope actually, 20°, 25 °, 30°. From these results, we discuss traversing performance of the proposed mechanism.
  • Masahiro Tatsuno, Puneet Singh, Satoshi Suzuki, Gennai Yanagisawa, Yasutoshi Yokoyama
    MOVIC 2014 - 12th International Conference on Motion and Vibration Control 2014年
    In this study, the optimal mechanical design method for fixed-pitch coaxial-rotor helicopter is proposed. The fixed-pitch coaxial-rotor helicopter has several advantages compared with any single-rotor type or variable-pitch rotor type helicopters. For example, it has great simplicity of the mechanisms, well maintainability, and well energy conversion efficiency, and so on. However, fixed-pitch coaxial-rotor helicopter has a drawback in forward flight named pitch-up phenomenon. The pitch-up phenomenon causes a little cruise speed of the helicopter, and it is fatal problem in the practical operations. To overcome such a problem, optimal mechanical design of the fixed-pitch coaxial-rotor helicopter is proposed. The optimal design is based on the precise mathematical model of the helicopter and numerical optimization method. The mechanical parameters are examined to maximize the cruise speed of the helicopter. First, the dynamics of a fixed-pitch coaxial-rotor helicopter is modeled by using multi-body dynamics technique and aerodynamics theory. In the modeling, the helicopter is considered as a rigid body system consist of multiple rigid bodies, mission and frame unit, and rotors. Additionally, the aerodynamic interaction between upper and lower rotor is considered in the model. Second, mechanical parameter optimization based on derived mathematical model and Particle Swarm Optimization (PSO) method is proposed. Finally, the fundamental optimization of mechanical parameter is performed to show the validity of proposed optimal design method. In the simulation, the position of the universal joint is optimized to maximize the cruise speed of the helicopter.
  • Nobuya Okada, Daichi Abe, Satoshi Suzuki, Kojiro Iizuka, Takashi Kawamura
    MOVIC 2014 - 12th International Conference on Motion and Vibration Control 2014年
    In this study, we aim to achieve an autonomous locomotion of the mobile robot in the unknown environment regardless of indoor and outdoor. An information obtained from indoor and outdoor environment are completely different. In indoor case, dense information like a wall could be obtained. However, only sparse information is obtained in outdoor case. Therefore, in this study, dense information of indoor environment is convert to sparse information and same navigation algorithm is performed in the indoor and outdoor environment. For the first step of the study, the autonomous locomotion of the mobile robot in unknown indoor environment is realized. In particular, a novel landmark construction and detection method are proposed. The landmark is generated by combined image and shape features. By combining these features, some fault of each features are filled up and robust landmark detection in various environment could be achieved. In the landmark detection step, we represent the new matching method with automatic weighting for each features. The confidences are made from image and shape indicators of degree of the characteristic. The effectiveness of the proposed landmark is verified by experiment. Moreover, we introduce the novel landmark based graph SLAM. In our method, the landmark detection is performed on each node of pose graph. Then, if the robot find the landmark which is detected once, local loop closure is generated and optimization is performed. The main advantage of the method is that we can perform graph optimization before find global loop-closure. Hence, our method can minimize global error of the graph even if the robot don't come back the place visited at once. The effectiveness of the proposed graph SLAM is verified by numerical simulation and experiment.
  • Yoshihiko Aida, Yohei Fujisawa, Satoshi Suzuki, Kojiro Iizuka, Takashi Kawamura, Yuichi Ikeda
    MOVIC 2014 - 12th International Conference on Motion and Vibration Control 2014年
    © 2014 The Japan Society of Mechanical Engineers. In this paper, collision-free guidance control of multiple small unmanned helicopters is designed. Collision avoidance of the helicopters should be considered in the control system design for safe operation. Therefore, a guidance control system using a distributed nonlinear model predictive control (DNMPC) is proposed to realize the collision avoidance. A constraint for the relative position vector between the each helicopter is considered in the design for efficient avoidance. Small single rotor helicopter is considered as controlled object, and the guidance control system is designed for the nonlinear translational model treated a helicopter as an ellipsoid. DNMPC is designed with three constraints, an input constraint, a state constraint, and a relative position vector constraint. An input constraint and a state constraint realize collision avoidance in input within the constant limits. If the moving path of the one helicopter is significantly affected by the moving path of other helicopter, the relative position vector constraint makes the helicopters exchange their relative position each other. By using these constraints, smooth collision avoidance is realized. The helicopters exchange information about current state and optimal input sequence each other for calculating the predictive trajectory of others. Based on the calculated trajectories, each helicopter solves its local optimization problem. Here, sharing the velocity information is difficult because calculation processing capability of the small sensor and communication capability between UAVs are restricted. Therefore, a dynamic compensator for velocity compensation is introduced. By introducing the dynamic compensator, collision avoidance using only exchange on the position and the input sequence information is accomplished without exchanging velocity information. The effectiveness of the proposed control system is verified by numerical simulations.
  • 笹木 竜也, 飯塚 浩二郎, 鈴木 智, 河村 隆, 久保田 孝
    ロボティクス・メカトロニクス講演会講演概要集 2013年 一般社団法人 日本機械学会
  • 石井崇人, 鈴木智, 藤澤陽平, 飯塚浩二郎, 河村隆
    日本機械学会運動と振動の制御シンポジウム講演論文集 2013年 一般社団法人 日本機械学会
  • 藤澤陽平, 鈴木智, 中村幹男, 飯塚浩二郎, 河村隆
    日本機械学会運動と振動の制御シンポジウム講演論文集 2013年 一般社団法人 日本機械学会

共同研究・競争的資金等の研究課題

 8