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A Review of On-Line Machine Scheduling:Algorithms and Competitiveness 被引量:11
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作者 陈礴 《数学理论与应用》 1999年第3期1-15,共15页
在过去的十年里,在线算法的研究吸引了广泛的兴趣.本文对在排序和时间表问题中的各种有效的在线算法以及它们的竞争度作一综述.
关键词 排序 时间表 在线算法 竞争度
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A Shufled Frog-Leaping Algorithm with Competition for Parallel Batch Processing Machines Scheduling in Fabric Dyeing Process
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作者 Mingbo Li Deming Lei 《Computer Modeling in Engineering & Sciences》 2025年第5期1789-1808,共20页
As a complicated optimization problem,parallel batch processing machines scheduling problem(PBPMSP)exists in many real-life manufacturing industries such as textiles and semiconductors.Machine eligibility means that a... As a complicated optimization problem,parallel batch processing machines scheduling problem(PBPMSP)exists in many real-life manufacturing industries such as textiles and semiconductors.Machine eligibility means that at least one machine is not eligible for at least one job.PBPMSP and scheduling problems with machine eligibility are frequently considered;however,PBPMSP with machine eligibility is seldom explored.This study investigates PBPMSP with machine eligibility in fabric dyeing and presents a novel shuffled frog-leaping algorithm with competition(CSFLA)to minimize makespan.In CSFLA,the initial population is produced in a heuristic and random way,and the competitive search of memeplexes comprises two phases.Competition between any two memeplexes is done in the first phase,then iteration times are adjusted based on competition,and search strategies are adjusted adaptively based on the evolution quality of memeplexes in the second phase.An adaptive population shuffling is given.Computational experiments are conducted on 100 instances.The computational results showed that the new strategies of CSFLA are effective and that CSFLA has promising advantages in solving the considered PBPMSP. 展开更多
关键词 Batch processing machines shuffled frog-leaping algorithm competitION parallel machines scheduling
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A Cooperated Imperialist Competitive Algorithm for Unrelated Parallel Batch Machine Scheduling Problem
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作者 Deming Lei Heen Li 《Computers, Materials & Continua》 SCIE EI 2024年第5期1855-1874,共20页
This study focuses on the scheduling problem of unrelated parallel batch processing machines(BPM)with release times,a scenario derived from the moulding process in a foundry.In this process,a batch is initially formed... This study focuses on the scheduling problem of unrelated parallel batch processing machines(BPM)with release times,a scenario derived from the moulding process in a foundry.In this process,a batch is initially formed,placed in a sandbox,and then the sandbox is positioned on a BPM formoulding.The complexity of the scheduling problem increases due to the consideration of BPM capacity and sandbox volume.To minimize the makespan,a new cooperated imperialist competitive algorithm(CICA)is introduced.In CICA,the number of empires is not a parameter,and four empires aremaintained throughout the search process.Two types of assimilations are achieved:The strongest and weakest empires cooperate in their assimilation,while the remaining two empires,having a close normalization total cost,combine in their assimilation.A new form of imperialist competition is proposed to prevent insufficient competition,and the unique features of the problem are effectively utilized.Computational experiments are conducted across several instances,and a significant amount of experimental results show that the newstrategies of CICAare effective,indicating promising advantages for the considered BPMscheduling problems. 展开更多
关键词 Release time ASSIMILATION imperialist competitive algorithm batch processing machines scheduling
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Better Algorithm for Order On-Line Scheduling on Uniform Machines
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作者 Rongheng Li Yunxia Zhou 《International Journal of Intelligence Science》 2019年第2期59-65,共7页
In this paper, we consider online scheduling for jobs with arbitrary release times on the parallel uniform machine system. An algorithm with competitive ratio of 7.4641 is addressed, which is better than the best exis... In this paper, we consider online scheduling for jobs with arbitrary release times on the parallel uniform machine system. An algorithm with competitive ratio of 7.4641 is addressed, which is better than the best existing result of 12. 展开更多
关键词 Online scheduling UNIFORM Machine competitIVE RATIO LS algorithm
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Semi on-line scheduling for maximizing the minimum machine completion time on three uniform machines 被引量:2
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作者 罗润梓 孙世杰 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2005年第6期591-595,共5页
The paper investigates a semi on-line scheduling problem wherein the largest processing time of jobs done by three uniform machines M1, M2, M3 is known in advance. A speed si (s1=1, s2=r, s3=s, 1≤r≤s) is associated ... The paper investigates a semi on-line scheduling problem wherein the largest processing time of jobs done by three uniform machines M1, M2, M3 is known in advance. A speed si (s1=1, s2=r, s3=s, 1≤r≤s) is associated with machine Mi. Our goal is to maximize Cmin?the minimum workload of the three machines. We present a min3 algorithm and prove its competitive ratio is max{r+1,(3s+r+1)/(1+r+s)}, with the lower bound being at least max{2,r}. We also claim the competitive ratio of min3 algo- rithm cannot be improved and is the best possible for 1≤s≤2, r=1. 展开更多
关键词 scheduling Semi on-line competitive ratio
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On-Line Scheduling for Jobs with Arbitrary Release Times on Parallel Related Uniform Machines 被引量:1
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作者 Xiayan Cheng Rongheng Li Yunxia Zhou 《Intelligent Information Management》 2016年第4期98-102,共5页
A parallel related uniform machine system consists of m machines with different processing speeds. The speed of any machine is independent on jobs. In this paper, we consider online scheduling for jobs with arbitrary ... A parallel related uniform machine system consists of m machines with different processing speeds. The speed of any machine is independent on jobs. In this paper, we consider online scheduling for jobs with arbitrary release times on the parallel uniform machine system. The jobs appear over list in terms of order. An order includes the processing size and releasing time of a job. For this model, an algorithm with competitive ratio of 12 is addressed in this paper. 展开更多
关键词 Online scheduling Uniform Machine competitive Ratio Approximation algorithm
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Optimal online algorithms for scheduling on two identical machines under a grade of service 被引量:10
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作者 蒋义伟 何勇 唐春梅 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第3期309-314,共6页
This work is aimed at investigating the online scheduling problem on two parallel and identical machines with a new feature that service requests from various customers are entitled to many different grade of service ... This work is aimed at investigating the online scheduling problem on two parallel and identical machines with a new feature that service requests from various customers are entitled to many different grade of service (GoS) levels, so each job and machine are labelled with the GoS levels, and each job can be processed by a particular machine only when its GoS level is no less than that of the machine. The goal is to minimize the makespan. For non-preemptive version, we propose an optimal online al-gorithm with competitive ratio 5/3. For preemptive version, we propose an optimal online algorithm with competitive ratio 3/2. 展开更多
关键词 Online algorithm competitive analysis Parallel machine scheduling Grade of service (GoS)
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Online algorithms for scheduling with machine activation cost on two uniform machines
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作者 HAN Shu-guang JIANG Yi-wei HU Jue-liang 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第1期127-133,共7页
In this paper we investigate a variant of the scheduling problem on two uniform machines with speeds 1 and s. For this problem, we are given two potential uniform machines to process a sequence of independent jobs. Ma... In this paper we investigate a variant of the scheduling problem on two uniform machines with speeds 1 and s. For this problem, we are given two potential uniform machines to process a sequence of independent jobs. Machines need to be activated before starting to process, and each machine activated incurs a fixed machine activation cost. No machines are initially activated, and when a job is revealed, the algorithm has the option to activate new machines. The objective is to minimize the sum of the makespan and the machine activation cost. We design optimal online algorithms with competitive ratio of (2s+1)/(s+1) for every s≥1. 展开更多
关键词 Online algorithm competitive analysis Uniform machine scheduling Machine activation cost
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Dual-resource integrated scheduling method of AGV and machine in intelligent manufacturing job shop 被引量:8
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作者 YUAN Ming-hai LI Ya-dong +1 位作者 PEI Feng-que GU Wen-bin 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第8期2423-2435,共13页
In view of the fact that traditional job shop scheduling only considers a single factor, which affects the effect of resource allocation, the dual-resource integrated scheduling problem between AGV and machine in inte... In view of the fact that traditional job shop scheduling only considers a single factor, which affects the effect of resource allocation, the dual-resource integrated scheduling problem between AGV and machine in intelligent manufacturing job shop environment was studied. The dual-resource integrated scheduling model of AGV and machine was established by comprehensively considering constraints of machines, workpieces and AGVs. The bidirectional single path fixed guidance system based on topological map was determined, and the AGV transportation task model was defined. The improved A* path optimization algorithm was used to determine the optimal path, and the path conflict elimination mechanism was described. The improved NSGA-Ⅱ algorithm was used to determine the machining workpiece sequence, and the competition mechanism was introduced to allocate AGV transportation tasks. The proposed model and method were verified by a workshop production example, the results showed that the dual resource integrated scheduling strategy of AGV and machine is effective. 展开更多
关键词 dual resource integrated scheduling improved A* algorithm improved NSGA-Ⅱ algorithm competition mechanism
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Rule-based scheduling of multi-stage multi-product batch plants with parallel units 被引量:2
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作者 Bin Shi Xinrui Qian +1 位作者 Shanshan Sun Liexiang Yan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2017年第8期1022-1036,共15页
A novel rule-based model for multi-stage multi-product scheduling problem(MMSP)in batch plants with parallel units is proposed.The scheduling problem is decomposed into two sub-problems of order assignment and order s... A novel rule-based model for multi-stage multi-product scheduling problem(MMSP)in batch plants with parallel units is proposed.The scheduling problem is decomposed into two sub-problems of order assignment and order sequencing.Firstly,hierarchical scheduling strategy is presented for solving the former sub-problem,where the multi-stage multi-product batch process is divided into multiple sequentially connected single process stages,and then the production of orders are arranged in each single stage by using forward order assignment strategy and backward order assignment strategy respectively according to the feature of scheduling objective.Line-up competition algorithm(LCA)is presented to find out optimal order sequence and order assignment rule,which can minimize total flow time or maximize total weighted process time.Computational results show that the proposed approach can obtain better solutions than those of the literature for all scheduling problems with more than 10 orders.Moreover,with the problem size increasing,the solutions obtained by the proposed approach are improved remarkably.The proposed approach has the potential to solve large size MMSP. 展开更多
关键词 Line-up competition algorithm Order assignment role Multi-stage multi-product Parallel unit scheduling optimization
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Online scheduling of two type parallel jobs on identical machines
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作者 郭首玮 康丽英 《Journal of Shanghai University(English Edition)》 CAS 2010年第6期396-399,共4页
In this paper we consider an online scheduling of parallel jobs with preemption on identical machines, where jobs arrive over time. The objective is to minimize the makespan. For the problem that jobs have only two po... In this paper we consider an online scheduling of parallel jobs with preemption on identical machines, where jobs arrive over time. The objective is to minimize the makespan. For the problem that jobs have only two possible widths mj = 1 or m, we present an optimal online algorithm by using "temporary schedule". 展开更多
关键词 scheduling parallel jobs PREEMPTION online algorithm competitive analysis
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On-Line Scheduling on Parallel Machines to Minimize the Makespan 被引量:2
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作者 LI Songsong ZHANG Yuzhong 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2016年第2期472-477,共6页
This paper considers two parallel machine scheduling problems, where the objectives of both problems are to minimize the makespan, and the jobs arrive over time, on two uniform machines with speeds 1 and s (s 〉 1),... This paper considers two parallel machine scheduling problems, where the objectives of both problems are to minimize the makespan, and the jobs arrive over time, on two uniform machines with speeds 1 and s (s 〉 1), and on m identical machines, respectively. For the first problem, the authors show that the on-line LPT algorithm has a competitive ratio of (1 + √5)/2 ≈ 1.6180 and the bound is tight. Furthermore, the authors prove that the on-line LPT algorithm has the best possible competitive ratio if s ≥ 1.8020. For the second problem, the authors present a lower bound of (15 - √17)/8 ≈ 1.3596 on the competitive ratio of any deterministic on-line algorithm. This improves a previous result of 1.3473. 展开更多
关键词 Lower bound on-line algorithm scheduling.
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Randomized On-Line Scheduling Similar Jobs to Minimize Makespan on Two Identical Processors 被引量:1
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作者 Dong-lei Du 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2005年第3期485-488,共4页
In this paper we consider an on-line scheduling problem, where jobs with similar processing times within [1, r] arrive one by one to be scheduled in an on-line setting on two identical parallel processors without pree... In this paper we consider an on-line scheduling problem, where jobs with similar processing times within [1, r] arrive one by one to be scheduled in an on-line setting on two identical parallel processors without preemption. The objective is to nlinimize makespan. We devise a randomized on-line algorithm for this problem along with a lower bound. 展开更多
关键词 on-line algorithm randomized algorithm scheduling PREEMPTION
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AN ON-LINE SCHEDULING PROBLEM OF PARALLEL MACHINES WITH COMMON MAINTENANCE TIME
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作者 FENG Qi LI Wenjie +1 位作者 SHANG Weiping CAI Yuhua 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2013年第2期201-208,共8页
In this paper, the authors consider an on-line scheduling problem of rn (m≥ 3) identical machines with common maintenance time interval and nonresumable availability. For the case that the length of maintenance tim... In this paper, the authors consider an on-line scheduling problem of rn (m≥ 3) identical machines with common maintenance time interval and nonresumable availability. For the case that the length of maintenance time interval is larger than the largest processing time of jobs, the authors prove that any on-line algorithm has not a constant competitive ratio. For the case that the length of maintenance time interval is less than or equal to the largest processing time of jobs, the authors prove a lower bound of 3 on the competitive ratio. The authors give an on-line algorithm with competitive 1 ratio 4 - 1/m. In particular, for the case of m = 3, the authors prove the competitive ratio of the on-line algorithm is 10/3. 展开更多
关键词 Nonresumable availability on-line algorithm parallel machines scheduling.
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ON-LINE SCHEDULING WITH REJECTION ON IDENTICAL PARALLEL MACHINES 被引量:5
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作者 Cuixia MIAO Yuzhong ZHANG 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2006年第3期431-435,共5页
In this paper, we consider the on-line scheduling of unit time jobs with rejection on rn identical parallel machines. The objective is to minimize the total completion time of the accepted jobs plus the total penalty ... In this paper, we consider the on-line scheduling of unit time jobs with rejection on rn identical parallel machines. The objective is to minimize the total completion time of the accepted jobs plus the total penalty of the rejected jobs. We give an on-line algorithm for the problem with competitive ratio 1/2 (2 +√3) ≈ 1.86602. 展开更多
关键词 competitive ratio identical parallel machines on-line algorithm rejection penalty.
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SEMI ON-LINE SCHEDULING PROBLEM FOR MAXIMIZING THE MINIMUM MACHINE COMPLETION TIME ON TWO UNIFORM MACHINES 被引量:4
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作者 Runzi LUO Shijie SUN Wenping HUANG 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2006年第1期101-107,共7页
Ia this paper, we consider a semi on-line version on two uniform machines Mi, i = 1, 2, where the processing time of the largest job is known in advance. A speed si(s1 = 1, 1 ≤s2 = s) is associated with machine Mi.... Ia this paper, we consider a semi on-line version on two uniform machines Mi, i = 1, 2, where the processing time of the largest job is known in advance. A speed si(s1 = 1, 1 ≤s2 = s) is associated with machine Mi. Our goal is to maximize the Cmin. We give a Cmin 2 algorithm and prove its competitive ratio is at most 2s+1/s+1 We also claim the Cmin 2 algorithm is tight and the gap between the competitive ratio of Cmin2 algorithm and the optimal value is not greater than 0.555. It is obvious that our result coincides with that given by He for s =1. 展开更多
关键词 competitive ratio scheduling semi on-line
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ON-LINE SCHEDULING OF UNIT TIME JOBS WITH REJECTION ON UNIFORM MACHINES 被引量:3
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作者 Shoupeng LIU Yuzhong ZHANG 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2008年第1期114-118,共5页
The authors consider the problem of on-line scheduling of unit execution time jobs on uniform machines with rejection penalty. The jobs arrive one by one and can be either accepted and scheduled, or be rejected. The o... The authors consider the problem of on-line scheduling of unit execution time jobs on uniform machines with rejection penalty. The jobs arrive one by one and can be either accepted and scheduled, or be rejected. The objective is to minimize the total completion time of the accepted jobs and the total penalty of the rejection jobs. The authors propose an on-line algorithm and prove that the competitive ratio is 1/2 (2 W √3) ≈ 1.86602. 展开更多
关键词 competitive ratio on-line scheduling uniform machine.
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ON-LINE PREEMPTIVE SCHEDULING ON UNIFORM MACHINES
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作者 ZHANG Yuzhong (Institute of Operations Research, Qufu Normal University, Qufu 273165, China) WANG Shouyang (Institute of Systems Science, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100080, China) Bo Chen (Warwick Busi 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2001年第4期373-377,共5页
We address the problem of preemptively schedule on-line jobs on arbitrary m uniformly related machines with the objective of minimizing the schedule length. We provide the first on-line algorithm for this general prob... We address the problem of preemptively schedule on-line jobs on arbitrary m uniformly related machines with the objective of minimizing the schedule length. We provide the first on-line algorithm for this general problem, and show that the algorithm has a competitive ratio of 1 ± σ, where a (m - 1)s1/(si +…+ sm), S1 S2 Sm being the speeds of the m machines. 展开更多
关键词 on-line scheduling UNIFORMLY related MACHINES PREEMPTION competitIVE ratio.
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The Complexity and On-Line Algorithm for Automated Storage and Retrieval System with Stacker Cranes on One Rail 被引量:3
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作者 GAO Qiang LU Xiwen 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2016年第5期1302-1319,共18页
This paper considers an on-line scheduling and routing problem concerning the automated storage and retrieval system from tobacco industry. In this problem, stacker cranes run on one common rail between two racks. Mul... This paper considers an on-line scheduling and routing problem concerning the automated storage and retrieval system from tobacco industry. In this problem, stacker cranes run on one common rail between two racks. Multiple input/output-points are located at the bottom of the racks. The stacker cranes transport bins between the input/output-points and cells on the racks to complete requests generated over time. Each request should be accomplished within its response time. The objective is to minimize the time by which all the generated requests are completed. Under a given physical layout, the authors study the complexity of the problem and design on-line algorithms for both one-stacker-crane model and two-stacker-crane model. The algorithms axe validated by instances and numerical simulations. 展开更多
关键词 Automated storage and retrieval system NPohard on-line algorithm ROUTING scheduling.
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SCHEDULING TWO GROUPS OF JOBS WITH INCOMPLETE INFORMATION 被引量:2
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作者 GuochuanZHANG XiaoqiangCAI C.K.WONG 《Systems Science and Systems Engineering》 CSCD 2003年第1期73-81,共9页
In real world situations, most scheduling problems occur neither as complete off-line nor as complete on-line models. Most likely, a problem arises as an on-line model with some partial information. In this article, w... In real world situations, most scheduling problems occur neither as complete off-line nor as complete on-line models. Most likely, a problem arises as an on-line model with some partial information. In this article, we consider such a model. We study the scheduling problem P(n1,n2), where two groups of jobs are to be scheduled. The first job group is available beforehand. As soon as all jobs in the first group are assigned, the second job group appears. The objective is to minimize the longest job completion time (makespan). We show a lower bound of 3/2 even for very special cases. Best possible algorithms are presented for a number of cases. Furthermore, a heuristic is proposed for the general case. The main contribution of this paper is to discuss the impact of the quantity of available information in designing an on-line algorithm. It is interesting to note that the absence of even a little bit information may significantly affect the performance of an algorithm. 展开更多
关键词 Machine scheduling worst-case analysis on-line algorithm
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