國立臺南大學教師基本資料

基本資料
姓名 朱明毅
系所 資訊工程學系
職稱 副教授
校內分機 7802
傳真 (06)2606125
辦公室/研究室 XC309-1
E-mail myju@mail.nutn.edu.tw
網址 http://mail.nutn.edu.tw/myju
專長/研究領域 智慧型機器人系統、機器人視覺、機器學習、最佳化理論
 

畢業學校國別主修學門學位修業期間
大同工學院中華民國電機工程系 學士1993
國立中正大學中華民國電機工程研究所博士2001

服務機關部門 / 系所職稱服務期間
中央研究院資訊科學研究所研究助理1999/03~2000/02
義守大學資訊工程學系助理教授2003/08~2006/07
國立臺南大學電子計算機中心資訊系統組組長2007/08~2008/07
國立臺南大學電子計算機中心行政及服務組組長2009/02~2010/07

著作
編號18
期刊或研討會名稱
著作名稱黃國勝, 林知行, 朱明毅, 楊晴和, 模組式機器人之機電製作實務, 1998
年度1998
類別學術專書
摘要 
關鍵字 
編號49
期刊或研討會名稱Information Sciences
著作名稱A fuzzy CMAC Learning Approach to Image Based Visual Servoing System
年度2021
類別期刊論文
摘要
關鍵字
編號48
期刊或研討會名稱IEEE Transactions on Cognitive and Developmental Systems
著作名稱Policy Sharing using Aggregation Trees for Q-learning in a Continuous State and Action Spaces
年度2020
類別期刊論文
摘要Q-learning is a generic approach that uses a finite discrete state and an action domain to estimate action values using tabular or function approximation methods. An intelligent agent eventually learns policies from continuous sensory inputs and encodes these environmental inputs onto a discrete state space. The application of Q-learning in a continuous state/action domain is the subject of many studies. This study uses a tree structure to approximate a Q-function using in a continuous state domain. The agent selects a discretized action with a maximum Q-value and this discretized action is then extended to a continuous action using an action bias function. Reinforcement learning is difficult for a single agent when the state space is huge. This proposed architecture is also applied to a multi-agent system, wherein an individual agent transfers its useful Q-values to other agents to accelerate the learning process. Policy is shared between agents by grafting the branches of trees in which Q-values are stored to other trees. The results for simulation show that the proposed architecture performs better than tabular Q-learning and significantly accelerates the learning process because all agents use the sharing mechanisms to cooperate with each other.
關鍵字Q-learning , Policy sharing , Tree structure , Multi-agent system
編號46
期刊或研討會名稱 IEEE Access
著作名稱A Neuro-Fuzzy Visual Servoing Controller for an Articulated Manipulator
年度2018
類別期刊論文
摘要The challenges of selecting appropriate image features, optimizing complex nonlinear computations and minimizing the approximation errors always exist in visual servoing. A fuzzy neural network controller is developed for a six-degrees-of-freedom robot manipulator to perform visual servoing is proposed to tackle these problems. To increase the accuracy of the image preprocesses, a synthetic image process performs feature extraction for the controller. The method combines a support vector machine contour recognition algorithm and a color-based feature recognition algorithm. For visual servoing, a control method based on the fuzzy cerebellar model articulation controller with the Takagi–Sugeno framework (FCMAC-T-S) is proposed to directly map an image feature error vector to a desired robot end-effector velocity. This approach achieves visual servoing control without the need of computing the inverse interaction matrix. The control variables are learned and updated by the T-S fuzzy inference. This simplifies the implementation of visual servoing in real-time applications. The proposed control method is used to control an articulated manipulator with an eye-in-hand configuration. The results of simulations and experiments demonstrate that the proposed visual servoing controller has good performance, in terms of stability and convergence.
關鍵字CMAC, robotic manipulator, T-S fuzzy, visual servoing
編號47
期刊或研討會名稱International Journal of Automation and Smart Technology
著作名稱Implementation of Odometry with EKF in Hector SLAM Methods
年度2018
類別期刊論文
摘要Map building for plain spatial soundings, such as a long and straight corridor in simultaneous localization and mapping (SLAM) is a challenging problem because of lacks of distinguishable landmarks. Such an environment is highly possible to induce erroneous mapping results, such as alias problems. This paper presents a scan matching algorithm with odometer prediction using Extended Kalman Filter (EKF) and an optimal path planning based on regression subgoals. The scan matching process can relax the problems of local minima by means of an effective correction in the odometrical information. By iterating odometrical corrections in each step of running motion model, the matching result can be better than one only believes in individual information from scanning or odometry. Meanwhile, an optimal path planning utilizing an A* algorithm with a regression method is introduced to ensure a mobile robot be able to move elaborately around the corner and speed up along a straight line. Experiments in an indoor environment have been conducted to verify the effectiveness and validation of the proposed techniques.
關鍵字SLAM, Autonomous robot, Extended Kalman Filter, Path planning, Regression
編號45
期刊或研討會名稱IEEE Transactions on Industrial Electronics
著作名稱A Virtual Torque-Based Approach to Kinematic Control of Redundant Manipulators
年度2017
類別期刊論文
摘要This paper presents an inverse kinematics algorithm for a redundant manipulator. The proposed approach combines analytical and numerical methods to solve generalized inverse kinematics problems simultaneously in both free and constrained working spaces. The method introduces a virtual repulsive torque imposed by the topological configuration of robot links, joint limits, and obstacles with motion trajectories. The method calculates the shortest distances between joint limit, links, and obstacles. Links of manipulator and obstacles are modeled in ellipsoids so as to evaluate the minimum distances between obstacles and links of a redundant robot. Virtual repulsive torques imposed on links are estimated based on the shortest distances between these ellipsoidal objects. A numerical method obtains the tendency of major joints movements and calculates their potential velocities by composing these acting torques. In trajectory tracking, collision avoidance occurring on links can finally be achieved by utilizing the characteristics of joint redundancy. The validity and efficiency of the proposed method are measured in simulations of movement along trajectories in terms of a defined index of motion availability, by which it verifies that the method is not only feasible to constrained motions but also has better performances in free motions than inverse Jacobian techniques.
關鍵字 Redundant Manipulators, Manipulator Kinematics, Collision Avoidance
編號43
期刊或研討會名稱 Theoretical Computer Science
著作名稱Diameter Variability of Hypercubes
年度2014
類別期刊論文
摘要A parallel and distributed system is usually represented by a graph. The maximum communication delay between any pair of processors in a parallel and distributed system can be determined by the diameter of its underlying graph. The diameter of a graph can be affected by the addition or deletion of edges. In this paper, we show that the diameter of an n-dimensional hypercube can be decreased by k with the addition of 22k?1 edges for 1 ? k ? n/2.
關鍵字Diameter, Hypercube, Folded hypercube, Supergraph
編號42
期刊或研討會名稱Scientific World Journal
著作名稱Path Planning Using a Hybrid Evolutionary AlgorithmBased on Tree Structure Encoding
年度2014
類別期刊論文
摘要A hybrid evolutionary algorithm using scalable encoding method for path planning is proposed in this paper. The scalable representation is based on binary tree structure encoding. To solve the problem of hybrid genetic algorithm and particle swarm optimization, the “dummy node” is added into the binary trees to deal with the different lengths of representations.The experimental results show that the proposed hybrid method demonstrates using fewer turning points than traditional evolutionary algorithms to generate shorter collision-free paths for mobile robot navigation.
關鍵字
編號29
期刊或研討會名稱Journal of Information Science and Engineering
著作名稱Changing the Diameter in a Diagonal Mesh Network
年度2013
類別期刊論文
摘要Communication speed in a parallel and distributed system is related to the diameter of its underlying graph. The diameter of a graph can be affected by the addition or deletion of edges. In this paper we study how the diameter variability problem arises from change of edges of an m × n diagonal mesh, where m and n are not both even integers. We show that the least number of edges whose deletion from an m × n diagonal mesh will increase the diameter is no more than 2, and that the least number of edges whose addition to an m × n diagonal mesh causes the diameter to decrease is no more than m/2n.
關鍵字diameter, diagonal mesh network, torus, vertex-disjoint path, hypercube
編號30
期刊或研討會名稱臺南大學理工研究學報
著作名稱基於CMMI資訊安全管理系統之研究
年度2010
類別期刊論文
摘要
關鍵字
編號28
期刊或研討會名稱Cybernetics and Systems: An International Journal
著作名稱Ontology-based information retrieval using fuzzy concept documentation
年度2010
類別期刊論文
摘要
關鍵字
編號24
期刊或研討會名稱Information Systems Frontiers
著作名稱Learning fuzzy concept hierarchy and measurement with node labeling
年度2009
類別期刊論文
摘要
關鍵字
編號41
期刊或研討會名稱IEEE Transactions on Industrial Electronics
著作名稱Speed alteration strategy for multijoint robots in co-working environment
年度2003
類別期刊論文
摘要
關鍵字
編號2
期刊或研討會名稱Journal of Intelligent and Robotic Systems
著作名稱3D Collision-free Motion Planning based on Collision Index
年度2002
類別期刊論文
摘要
關鍵字
編號3
期刊或研討會名稱IEEE Transactions on Industrial Electronics
著作名稱A propagating interface model strategy for global trajectory planning among moving obstacles
年度2002
類別期刊論文
摘要
關鍵字
編號4
期刊或研討會名稱
著作名稱M. Y. Ju, J. S. Liu and K. S. Hwang, “Real-time velocity alteration strategy for collision-free trajectory planning of two articulated robot manipulators,” Journal of Intelligent and Robotic Systems, vol. 33, no. 2, pp. 167-186, 2002 (SCIE)
年度2002
類別期刊論文
摘要 
關鍵字 
編號5
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, “Speed planning for a maneuvering motion,” Journal of Intelligent and Robotic Systems, vol. 33, no. 1, pp. 25-44, 2002 (SCIE)
年度2002
類別期刊論文
摘要 
關鍵字 
編號6
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, “Rule base refactoring design for fuzzy logic controllers,” Journal of Intelligent Automation and Soft Computing, vol. 7, no. 4 , pp. 221-231, 2001 (SCIE)
年度2001
類別期刊論文
摘要 
關鍵字 
編號7
期刊或研討會名稱
著作名稱M. Y. Ju, J. S. Liu, S. P. Shiang, Y. R. Chien, K. S. Hwang and W. C. Lee, “Fast and accurate collision detection based on enclosed ellipsoid,” Robotica, vol. 19, pp. 381-394, 2001 (SCIE)
年度2001
類別期刊論文
摘要 
關鍵字 
編號8
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, and S. P. Hsu, “Polymorphic autonomous architecture for mobile robot navigation,” Journal of Information Science and Engineering, vol. 15, no. 5, pp. 737-761, 1999 (SCIE)
年度1999
類別期刊論文
摘要 
關鍵字 
編號22
期刊或研討會名稱
著作名稱K. S. Hwang, M. Y. Ju, and C. F. Chang, “Systematic transformation between coordinate specifications for robotic system,” Journal of The Chinese Institute of Electrical Engineering, vol. 4, no. 4, pp. 327-335, Nov. 1997 (EI)
年度1997
類別期刊論文
摘要 
關鍵字 
編號21
期刊或研討會名稱
著作名稱K. S. Hwang, M. D. Tsai, and M. Y. Ju, “Constant speed trajectory planning of two-link mobile robots,” Journal of Control Systems and Technology, vol. 4, no. 1, pp. 13-22, 1996 (EI)
年度1996
類別期刊論文
摘要 
關鍵字 
編號44
期刊或研討會名稱2014 International Conference on Advanced Robotics and Intelligent Systems (ARIS 2014), 地點:Taiwan
著作名稱A Closed-Form Approach to Trajectory Tracking for 7-DOF Articulated Robots
年度2014
類別會議論文
摘要A hybrid evolutionary algorithm using scalable encoding method for path planning is proposed in this paper. The scalable representation is based on binary tree structure encoding. To solve the problem of hybrid genetic algorithm and particle swarm optimization, the “dummy node” is added into the binary trees to deal with the different lengths of representations.The experimental results show that the proposed hybrid method demonstrates using fewer turning points than traditional evolutionary algorithms to generate shorter collision-free paths for mobile robot navigation.
關鍵字
編號39
期刊或研討會名稱2013 International Conference on Advanced Robotics and Intelligent Systems (ARIS 2013) , 地點:台灣
著作名稱Vision-based mobile robot navigation using active learning concept
年度2013
類別會議論文
摘要
關鍵字
編號40
期刊或研討會名稱2013 National Conference on Advanced Robotics, 地點:台灣
著作名稱使用微軟Kinect實現移動式機器人之環境感知與導航功能
年度2013
類別會議論文
摘要
關鍵字
編號38
期刊或研討會名稱第十六屆人工智慧與應用研討會, 地點:台灣
著作名稱複合型演化式演算法於路徑規劃之研究
年度2011
類別會議論文
摘要
關鍵字
編號37
期刊或研討會名稱2011 數位生活科技研討會, 地點:台灣
著作名稱家用行動機器人遠端控制系統設計與實作
年度2011
類別會議論文
摘要
關鍵字
編號36
期刊或研討會名稱2011 資訊技術應用及管理研討會, 地點:台灣
著作名稱基於手勢辨識之人機介面研究
年度2011
類別會議論文
摘要
關鍵字
編號33
期刊或研討會名稱The 2011 World Congress on Intelligent Control and Automation, 地點:Taiwan
著作名稱Smooth Path planning Using Genetic Algorithms
年度2011
類別會議論文
摘要
關鍵字
編號32
期刊或研討會名稱The Ninth International Conference on Machine Learning and Cybernetics, 地點:China
著作名稱Mean Shift Tracking Using Fuzzy Color Histogram
年度2010
類別會議論文
摘要
關鍵字
編號35
期刊或研討會名稱2010數位生活科技研討會-智慧城市生活國際論壇, 地點:台灣
著作名稱基於知識本體之EPG知識管理之研究
年度2010
類別會議論文
摘要
關鍵字
編號31
期刊或研討會名稱The 22th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems, 地點:台灣
著作名稱An Adaptive Biometric System Based on Palm Texture Feature and LVQ Neural Network
年度2009
類別會議論文
摘要
關鍵字
編號34
期刊或研討會名稱第八屆離島資訊技術與應用研討會, 地點:福建
著作名稱以視覺為基礎之高速公路交通資訊擷取系統研究
年度2009
類別會議論文
摘要
關鍵字
編號26
期刊或研討會名稱
著作名稱B. C. Chien, C. H. Hu and M. Y. Ju, "Intelligent Information Retrieval Applying Automatic Constructed Fuzzy Ontology," in Proceedings of The 6th international Conference on Machine Learning and Cybernetics, Aug. 19-22, 2007, Hong-Kong.
年度2007
類別會議論文
摘要
關鍵字
編號27
期刊或研討會名稱
著作名稱B. C. Chien, C. H. Hu and M. Y. Ju, "Learning Fuzzy Concept Hierarchy and Measurement with Node Labeling," in Proceedings of the 2007 International Workshop on Intelligent Systems and Smart Home, joint with the Fifth International Symposium on Parallel and Distributed Processing and Applications, pp. 163-172, Niagara Falls, Canada, Aug. 28- Sept. 1, 2007.
年度2007
類別會議論文
摘要
關鍵字
編號23
期刊或研討會名稱
著作名稱C. H. Hu, M. Y. Ju and B. C. Chien, Learning Fuzzy Taxonomy for Ontology Construction from Semi-Structured Data, in Proceedings of 2006 Multimedia and Networking Systems Conference, Kaohsiung, Taiwan, Dec. 16, 2006
年度2006
類別會議論文
摘要 
關鍵字 
編號9
期刊或研討會名稱
著作名稱1. M. H. Jing, M. Y. Ju, C. S. Lee, J. L. Lee, and Y. C. Lin, “The study of a handy development set for an automatic inspection system,” AOI Forum & Show 2004, pp. 31-32, NCTU, Hsinchu, Taiwan, 2004
年度2004
類別會議論文
摘要 
關鍵字 
編號10
期刊或研討會名稱
著作名稱K. S. Hwang , J. Y. Chiou, M.Y. Ju, and Y. S. Chu, “Navigation based on sonar sensing in a partially structured environment,” IEEE Int. Conf. Neural Networks & Signal Processing, vol. 1, pp. 454-456, Nanjing, China, 2003
年度2003
類別會議論文
摘要 
關鍵字 
編號11
期刊或研討會名稱
著作名稱M. Y. Ju, J. S. Liu, S. P. Shiang, Y. R. Chien, K. S. Hwang and W. C. Lee, “A novel collision detection method based on enclosed ellipsoids,” IEEE Int. Conf. on Robotics and Automation, vol. 3, pp. 2897-2902, Korea, 2001
年度2001
類別會議論文
摘要 
關鍵字 
編號12
期刊或研討會名稱
著作名稱M. Y. Ju, J. S. Liu, S. P. Shiang, Y. R. Chien, K. S. Hwang and W. C. Lee, “Fast and accurate collision detection based on enclosed ellipsoids,” The Sixth International Conference on Control, Automation, Robotics and Vision (ICARCV2000), pp. TM7.6#273, Singapore, 2000
年度2000
類別會議論文
摘要 
關鍵字 
編號13
期刊或研討會名稱
著作名稱5. M. Y. Ju, J. S. Liu and K. S. Hwang, “Velocity alteration strategy for collision-free trajectory planning of two robots,” The International Computer Symposium: Workshop on Artificial Intelligence, pp. 187-194, Chaiyi, Taiwan, 2000
年度2000
類別會議論文
摘要 
關鍵字 
編號14
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, “Global path planning of mobile robots based on propagating interface technique,” IEEE Int. Conf. on System, Man, and Cybernetics, vol. 4, pp. 662-667, Tokyo, Japan, 1999
年度1999
類別會議論文
摘要 
關鍵字 
編號15
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, “Collision free speed profile generation for a maneuvering motion,” IEEE Int. Conf. on System, Man, and Cybernetics, vol. 4, pp. 708-713, Tokyo, Japan, 1999
年度1999
類別會議論文
摘要 
關鍵字 
編號16
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, “A self-organized CMAC for robot manipulator control,” IASTED Int. Conf. Intelligent Systems and Control, pp. 210-213, Halifax, Canada, 1998
年度1998
類別會議論文
摘要 
關鍵字 
編號17
期刊或研討會名稱
著作名稱K. S. Hwang and M. Y. Ju, “Auto-agent: a behavior-based architecture for mobile navigation,” SPIE Vol. 3523, Sensor Fusion and Decentralized Control in Robotic Systems, pp. 48-56, 1998
年度1998
類別會議論文
摘要 
關鍵字 
編號19
期刊或研討會名稱
著作名稱M. Y. Ju, J. S. Liu, S. P. Shiang, Y. R. Chien, K. S. Hwang and W. C. Lee, Fast and accurate collision detection based on enclosed ellipsoid, Academia Sinica, 2000
年度2000
類別研究計畫成果報告
摘要 
關鍵字 
編號20
期刊或研討會名稱
著作名稱M. Y. Ju, J. S. Liu and K. S. Hwang, Ellipsoid modeling for articulated robot manipulators for interactive motion planning, Academia Sinica, 2000
年度2000
類別研究計畫成果報告
摘要 
關鍵字