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Hybrid Heuristic Search Based on Petri Net for FMS Scheduling

Qiushuang Wang, Zhongdong Wang
2012 Energy Procedia  
This paper describes FMS scheduling problem based on Petri net with the goal of minimizing makespan .  ...  A hybrid heuristic search approach for the scheduling is presented, which combine dynamic search window with best-first algorithm and backtracking search., In addition redundant markings can be eliminated  ...  was the main method to solve the Petri net-based problem [3] ; Lee and DiCesare [3] used A * algorithm for the Petri net-based production scheduling problem; Sun and Chen [9] improved Lee's method  ... 
doi:10.1016/j.egypro.2012.02.128 fatcat:xnepagrcqfbwzkgqisdxbth5l4

The Internet of Things Enabled Shop Floor Scheduling and Process Control Method Based on Petri Nets

Xiaoqiang Wu, Songling Tian, Lei Zhang
2019 IEEE Access  
The value of the mean relative error is 1.77, which illustrates the feasibility and efficiency of the proposed PN-ACO algorithm to solve flexible job shop scheduling problems.  ...  A shop floor scheduling/rescheduling method based on Petri net and ant colony optimization (PN-ACO) is proposed given an abnormal event represented by machine breakdown.  ...  Ahmad and Khan [27] presented a method for a periodic JSP by combining a timed place Petri net (TTPN) with the heuristic search method.  ... 
doi:10.1109/access.2019.2900117 fatcat:oeazjyos5ba7dewbuwgx3i7bie

A heuristic solution approach to the machine loading problem of an FMS and its Petri net model

M. K. Tiwa Ri, B. Haza Rika, N.K. Vidya Rthi, P. Jaggi, S.K. Mukhopadhyay
1997 International Journal of Production Research  
The Petri net model for the problem attempted by the proposed heuristic has been constructed to delineate its graphical representation and subsequent validation.  ...  A loading problem in a modern FMS is the allocation of a job from the job pool maintaining the¯exibility of the system, reducing the system imbalance and thereby maximizing the throughput.  ...  Acknowledgments The authors wish to express their gratitude to the editor and anonymous referee for their valuable suggestions regarding this paper.  ... 
doi:10.1080/002075497194840 fatcat:2j2ry7iunrdz7bx5zexnlruc6i

Minimum Initial Marking Estimation in Labeled Petri Nets with Unobservable Transitions

Keyu Ruan, Lingxi Li, Weimin Wu
2019 IEEE Access  
In the literature, researchers have been studying the minimum initial marking (MIM) estimation problem in the labeled Petri nets with observable transitions.  ...  INDEX TERMS Labeled Petri nets, initial marking estimation, unobservable transitions, algorithmic complexity.  ...  HEURISTIC METHODS In some cases, we can further reduce the complexity of solving the MIM estimation problem when high accuracy is not required.  ... 
doi:10.1109/access.2019.2894352 fatcat:w4hi7okxnzgpfi2hvxefafqi5u

A Scheduling Algorithm Based on Petri Nets and Simulated Annealing

Rachida Hadiby Ghoul, Abdelhamid Benjelloul, Sihem Kechida, Hicham Tebbikh
2007 American Journal of Applied Sciences  
Based on the art state of general scheduling algorithms, we present the metaheuristic, we have decided to apply for a given example of HFMS. That was the study of Simulated Annealing Algorithm SA.  ...  Hierarchical Petri nets model was regarded as being made up a set of single timed colored Petri nets models. Each single model represents one process which was composed of many operations and tasks.  ...  [5] : They results from the timed Petri nets definition. In timed Petri nets, the marking m i (t) of a place P i is integer, however in continuous Petri nets, m i (t) is real.  ... 
doi:10.3844/ajassp.2007.269.273 fatcat:trp6anlv7ve33mks7mhr57ad5e

THE FLOW SHOP SCHEDULING PROBLEM MODELED BY MEANS OF TIMED PLACE PETRI NETS

J. MEDINA-MARIN, J. C. SECK-TUOH-MORA, N. HERNANDEZ-ROMERO, A. KARELIN, F. NUÑEZ-PIÑA, D. GRADIŠAR
2017 IAENG Transactions on Engineering Sciences  
Thus, an FMS presenting the FSSP can be modeled by Petri nets (PNs), which are a powerful tool that has been used to model and analyze discrete event systems.  ...  In order to be able to analyze this problem in a better way, this problem needs to be represented adequately for understanding the relationship among the operations that are carried out.  ...  There are two ways to generate the reachability tree of a Petri net from an initial marking: depth-first and breadth-first.  ... 
doi:10.1142/9789813230774_0020 fatcat:iq3uonzcdvechluflzkso3fwha

An Efficient Heuristics for Minimum Time Control of Continuous Petri nets

Hanife Apaydin-Özkan, Jorge Júlvez, Cristian Mahulea, Manuel Silva
2009 IFAC Proceedings Volumes  
This paper considers the problem of controlling timed continuous Petri nets under infinite server semantics.  ...  First, by using linear programming, a method driving the system from the initial to the target state through a linear trajectory is developed.  ...  Continuous Petri nets are a fluid approximation of classical discrete Petri nets (David and Alla (2005) ; Silva and Recalde (2004) ).  ... 
doi:10.3182/20090916-3-es-3003.00009 fatcat:7ktgniesazdilbanewlayb7rou

Multiobjective Heuristic Scheduling of Automated Manufacturing Systems Based on Petri Nets

Chong Yu, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China, Bo Huang, Jiangen Hao
2021 International Journal of Machine Learning and Computing  
In addition, a multiobjective heuristic A* search within reachability graphs of extended Petri nets is also proposed to schedule these nets.  ...  To deal with them, this paper proposes an extend Petri nets for the multiobjective scheduling of AMSs.  ...  The authors declare no conflict of interest AUTHOR CONTRIBUTIONS Chong Yu, Bo Huang concuted the research; Chong Yu, JianGen Hao analyzed the data; Bo Huang, JianGen Hao wrote the paper; all authors had  ... 
doi:10.18178/ijmlc.2021.11.2.1032 fatcat:zr4dbqlakbc67khstjb2oibrlq

Petri Net Modeling and Decomposition Method for Solving Production Scheduling Problems

Tatsushi NISHI, Ryota MAENO
2007 Journal of Advanced Mechanical Design, Systems, and Manufacturing  
The paper addresses a Petri Net modeling and decomposition method for solving a wide variety of scheduling problems.  ...  Considering the need to develop general scheduling problem solver, the recent integration of Petri Nets as modeling tools into effective optimization methods for scheduling problems is very promising.  ...  The dynamics of Petri Nets are determined by finding a firing vector from an initial marking to a final marking.  ... 
doi:10.1299/jamdsm.1.262 fatcat:i4rzedrzinfwnl5vnt7knbehfa

Sensor Selection for Structural Observability in Discrete Event Systems Modeled by Petri Nets

Yu Ru, Christoforos N Hadjicostis
2010 IEEE Transactions on Automatic Control  
The problem is important because the majority of existing control schemes for Petri nets rely on complete knowledge of the system state at any given time step.  ...  For this reason, we first reduce the problem to the linear integer programming problem, which can be solved optimally using existing linear integer programming solvers (at least for small problem instances  ...  ACKNOWLEDGMENT The authors would like to thank anonymous reviewers for very insightful and astute comments regarding this paper and earlier conference versions (namely [37] , [38] ) of parts of this  ... 
doi:10.1109/tac.2010.2042348 fatcat:rctpcxxcezagzayhnvsvz4nhyi

Petri Net Decomposition Approach for Bi-Objective Routing for AGV Systems Minimizing Total Traveling Time and Equalizing Delivery Time

Shuhei EDA, Tatsushi NISHI, Toshisada MARIYAMA, Satomi KATAOKA, Kazuya SHODA, Katsuhiko MATSUMURA
2012 Journal of Advanced Mechanical Design, Systems, and Manufacturing  
A Petri net decomposition approach is proposed to solve the bi-objective optimization problem efficiently.  ...  The dispatching and conflictfree routing problem for AGVs is represented as a bi-objective optimal firing sequence problem for Petri Net.  ...  Acknowledgement The authors wish to thank the member of Daifuku Institute of Technology and Training Co., LTD. for giving us practical data, advices, suggestion and comments.  ... 
doi:10.1299/jamdsm.6.672 fatcat:7qwir53save2rnezi2yp27rbju

Gradient-Based Variable Ordering of Decision Diagrams for Systems with Structural Units [chapter]

Elvio Gilberto Amparore, Marco Beccuti, Susanna Donatelli
2017 Lecture Notes in Computer Science  
This paper presents Gradient-Π, a novel heuristics for finding the variable ordering of Decision Diagrams encoding the state space of Petri net systems.  ...  The value of the proposed heuristics is assessed on a public benchmark of Petri net models, showing that Gradient-Π can successfully exploit the structural information to produce good variable orderings  ...  The state of a PN is usually called a marking m, a multiset on the set P of places. Definition 1 (Petri Net).  ... 
doi:10.1007/978-3-319-68167-2_13 fatcat:l37skwaj6rd5viodgd3ez4gqey

FMS Scheduling under Availability Constraint with Supervisor Based on Timed Petri Nets

Mohamed Kammoun, Wajih Ezzeddine, Nidhal Rezg, Zied Achour
2017 Applied Sciences  
This paper proposes an optimal solution to large-scale Flexible Manufacturing System (FMS) scheduling problems under availability constraints based on Timed Petri Nets (TPNs).  ...  First a decomposition method of TPNs is proposed, then a mathematical model is derived based on their properties.  ...  Acknowledgments: This work is sponsored by the University of Lorraine and is a part of supervisor implementation project for a flexible manufacturing system in National Engineering School of Metz (ENIM  ... 
doi:10.3390/app7040399 fatcat:azkwddw6vrhjzhed4nmgl7kxt4

Heuristic search for scheduling flexible manufacturing systems using lower bound reachability matrix

Jonghyun Lee, Jin S. Lee
2010 Computers & industrial engineering  
For scheduling flexible manufacturing systems efficiently, we propose new heuristic functions for A Ã algorithm that is based on the T-timed Petri net.  ...  The experimental results using a random problem generator show that the proposed heuristic functions perform better as we expected.  ...  To solve the scheduling problem, a number of methods have been proposed in the literature.  ... 
doi:10.1016/j.cie.2010.08.006 fatcat:5k4ggp3w4bee5dvfiitztgrwya

Construction of Multi-project Network Planning based on BOM and its Resource Leveling

Lihong Qiao, Zhenwei Zhang, Zhicheng Huang
2021 IEEE Access  
On this basis, aiming at the problem of resource leveling in multi-project planning management, this paper proposes a genetic algorithm, which provides a transformation method for resource optimization  ...  In addition, this paper presents a new genetic coding method and improves the crossover operation.  ...  Heuristic methods have been used to solve multi-project scheduling problems. Meloni et al.  ... 
doi:10.1109/access.2021.3078840 fatcat:5qpyelml3jbddb7a7iffpeu5zu
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