Title of article :
Minimizing Makespan with Start Time Dependent Jobs in a Two Machine Flow Shop
Author/Authors :
Jafaria, A. A. Department of Industrial Engineering - Yazd University, Yazd, Iran , Khademi Zarea, H. Department of Industrial Engineering - Yazd University, Yazd, Iran , Lotfia, M. Department of Industrial Engineering - Yazd University, Yazd, Iran , Tavakkoli-Moghaddamb, M. R. School of Industrial Engineering - College of Engineering - University of Tehran, Tehran, Iran
Abstract :
[if gte mso 9]> The purpose of this paper is to consider the problem of scheduling a set of start time-dependent jobs in a two-machine flow shop, in which the actual processing times of jobs increase linearly according to their starting time. The objective of this problem is to minimize the makespan. The problem is known to be NP-hardness[ah1] ; therefore, there is no polynomial-time algorithm to solve it optimally in a reasonable time. So, a branch-and-bound algorithm is proposed to find the optimal solution by means of dominance rules, upper and lower bounds. Several easy heuristic procedures are also proposed to derive near-optimal solutions. To evaluate the performance of the proposed algorithms, the computational experiments are extracted based on the recent literature. Deteriorating jobs lead to an increase in the makespan of the problems; therefore, it is important to obtain the optimal or near-optimal solution. Considering the complexity of the problem, the branch-and-bound algorithm is capable of solving problems of up to 26 jobs. Additionally, the average error percentage of heuristic algorithms is less than 1.37%; therefore, the best one is recommended to obtain a near-optimal solution for large-scale problems.
Farsi abstract :
ﻫﺪف اﯾﻦ ﻣﻘﺎﻟﻪ ﺑﺮرﺳﯽ ﻣﺴﺌﻠﻪ زﻣﺎن ﺑﻨﺪي ﻣﺠﻤﻮﻋﻪ اي از ﮐﺎرﻫﺎي واﺑﺴﺘﻪ ﺑﻪ زﻣﺎن ﺷﺮوع در ﯾﮏ ﻣﺤﯿﻂ ﻓﻠﻮﺷﺎپ دو ﻣﺎﺷﯿﻦ
ﻣﯽ ﺑﺎﺷﺪ ﮐﻪ زﻣﺎن ﭘﺮدازش واﻗﻌﯽ ﮐﺎرﻫﺎ ﺑﺮ اﺳﺎس زﻣﺎن ﺷﺮوع آن ﻫﺎ ﺑﻪ ﺻﻮرت ﺧﻄﯽ اﻓﺰاﯾﺶ ﻣﯽ ﯾﺎﺑﺪ. ﻫﺪف اﯾﻦ ﻣﺴﺌﻠﻪ ﺣﺪاﻗﻞ ﮐﺮدن داﻣﻨﻪ ﻋﻤﻠﯿﺎت اﺳﺖ. ﻣﺴﺌﻠﻪ از ﻧﻮع NP-hard ﻣﯽ ﺑﺎﺷﺪ ﺑﻨﺎﺑﺮاﯾﻦ ﻫﯿﭻ اﻟﮕﻮرﯾﺘﻢ ﺑﺎ زﻣﺎن ﭼﻨﺪﺟﻤﻠﻪ اي ﺑﺮاي ﺣﻞ آن وﺟﻮد ﻧﺪارد. در ﻧﺘﯿﺠﻪ ﯾﮏ اﻟﮕﻮرﯾﺘﻢ ﺷﺎﺧﻪ و ﮐﺮان ﺑﺎ در ﻧﻈﺮ ﮔﺮﻓﺘﻦ اﺻﻮل ﻏﻠﺒﻪ، ﺣﺪود ﭘﺎﯾﯿﻦ و ﺑﺎﻻ ﺟﻬﺖ ﺑﻪ دﺳﺖ آوردن ﺟﻮاب ﺑﻬﯿﻨﻪ اراﺋﻪ ﺷﺪه اﺳﺖ. ﻫﻤﭽﻨﯿﻦ ﭼﻨﺪﯾﻦ اﻟﮕﻮرﯾﺘﻢ اﺑﺘﮑﺎري ﺑﻪ ﻣﻨﻈﻮر ﯾﺎﻓﺘﻦ ﺟﻮاب ﻫﺎي ﻧﺰدﯾﮏ ﺑﻪ ﺑﻬﯿﻨﻪ اراﺋﻪ ﺷﺪه اﺳﺖ. ﺟﻬﺖ ارزﯾﺎﺑﯽ اﻟﮕﻮرﯾﺘﻢ ﻫﺎي ﭘﯿﺸﻨﻬﺎد ﺷﺪه، آزﻣﺎﯾﺸﺎت ﻣﺤﺎﺳﺒﺎﺗﯽ ﺑﺮ اﺳﺎس ادﺑﯿﺎت ﻣﻮﺿﻮع اراﺋﻪ ﺷﺪه اﺳﺖ. ﻓﻌﺎﻟﯿﺖ ﻫﺎي روﺑﻪ زوال ﻣﻮﺟﺐ اﻓﺰاﯾﺶ در داﻣﻨﻪ ﻋﻤﻠﯿﺎت ﻣﺴﺎﺋﻞ ﻣﯽ ﺷﻮد؛ ﺑﻨﺎﺑﺮاﯾﻦ ﺑﻪ دﺳﺖ آوردن ﺟﻮاب ﺑﻬﯿﻨﻪ و ﯾﺎ ﻧﺰدﯾﮏ ﺑﻪ ﺑﻬﯿﻨﻪ ﻣﻬﻢ ﻣﯽ ﺑﺎﺷﺪ. ﺑﺎ در ﻧﻈﺮ ﮔﺮﻓﺘﻦ ﭘﯿﭽﯿﺪﮔﯽ ﻣﺴﺌﻠﻪ، اﻟﮕﻮرﯾﺘﻢ ﺷﺎﺧﻪ و ﮐﺮان ﻗﺎدر ﺑﻪ ﺣﻞ ﻣﺴﺎﺋﻞ ﺑﺎ اﺑﻌﺎد 20 ﻓﻌﺎﻟﯿﺖ اﺳﺖ. ﻋﻼوه ﺑﺮ اﯾﻦ، ﻣﺘﻮﺳﻂ درﺻﺪ ﺧﻄﺎي اﻟﮕﻮرﯾﺘﻢ ﻫﺎي اﺑﺘﮑﺎري ﮐﻤﺘﺮ از %1.67 اﺳﺖ، ﺑﻨﺎﺑﺮاﯾﻦ ﺑﻬﺘﺮﯾﻦ اﻟﮕﻮرﯾﺘﻢ ﺑﺮاي ﺑﻪ دﺳﺖ آوردن ﺟﻮاب ﻧﺰدﯾﮏ ﺑﻪ ﺑﻬﯿﻨﻪ در ﻣﺴﺎﺋﻞ ﺑﺎ اﺑﻌﺎد ﺑﺰرگ ﭘﯿﺸﻨﻬﺎد ﻣﯽ ﮔﺮدد.
Keywords :
Linear Deteriorating Jobs , Start Time-Dependent , Flow Shop , Makespan Branch , Bound Heuristics
Journal title :
International Journal of Engineering