Title of article :
Optimization of Travelling Salesman Problem on Single Valued Triangular Neutrosophic Number using Dhouib-Matrix-TSP1 Heuristic
Author/Authors :
Dhouib, S Department of Industrial Management - Higher Institute of Industrial Management - University of fax, Tunisia
Abstract :
The Travelling Salesman Problem (TSP) is one of the fundamental operational research problems where the objective is to generate the cheapest route for a salesman starting from a given city, visiting all the other cities only once and finally returning to the starting city. In this paper, we study the Travelling Salesman Problem in uncertain environment. Particularly, the single valued triangular neutrosophic environment is considered viewing that it is more realistic and general in real-world industrial problems. Each element in the distance matrix of the Travelling Salesman Problem is presented as a single valued triangular neutrosophic number. To solve this problem, we enhance our novel column-row heuristic Dhouib-Matrix-TSP1 by the means of the center of gravity ranking function and the standard deviation metric. In fact, the center of gravity ranking function is applied for defuzzification in order to convert the single valued triangular neutrosophic number to crisp number. A stepwise application of several numerical Travelling Salesman Problems on the single valued triangular neutrosophic environment shows that the optimal or a near optimal solution can be easily reached; thanks to the Dhouib-Matrix-TSP1 heuristic enriched with the center of gravity ranking function and the standard deviation metric
Farsi abstract :
ﻣﺸﮑﻞ ﻓﺮوﺷﻨﺪه ﻣﺴﺎﻓﺮ ﯾﮑﯽ از ﻣﺸﮑﻼت اﺳﺎﺳﯽ ﺗﺤﻘ ﯿﻘﺎﺗﯽ ﻋﻤﻠﯿﺎﺗﯽ اﺳﺖ ﮐﻪ ﻫﺪف آن اﯾﺠﺎد ارزان ﺗﺮﯾ ﻦ ﻣﺴﯿﺮ ﺑﺮاي ﻓﺮوﺷﻨﺪه اي اﺳﺖ ﮐﻪ از ﯾﮏ ﺷﻬﺮ ﺷﺮوع ﻣﯽ ﺷﻮد ، ﺗﻨﻬﺎ ﯾﮏ ﺑﺎر از ﻫﻤﻪ ﺷﻬﺮﻫﺎي دﯾﮕﺮ دﯾﺪن ﮐﺮده و در ﻧﻬﺎﯾﺖ ﺑﻪ ﺷﻬﺮ ﺷﺮوع ﺑﺎز ﻣﯽ ﮔﺮدد. در اﯾﻦ ﻣﻘﺎﻟﻪ ، ﻣﺸﮑﻞ ﻓﺮوﺷﻨﺪه ﻣﺴﺎﻓﺮ را در ﻣﺤﯿﻂ ﻧﺎﻣﺸﺨﺺ ﻣﻄﺎﻟﻌﻪ ﻣﯽ ﮐﻨﯿﻢ. ﺑﻪ وﯾﮋه ، ﻣﺤﯿ ﻂ ﻧﻮﺗﺮوﺳﻮﻓﯽ ﻣﺜﻠﺜﯽ ﺑﺎ ارزش واﺣﺪ در ﻧﻈﺮ ﮔﺮﻓﺘﻪ ﻣﯽ ﺷﻮد ﮐﻪ در ﻣﺸﮑﻼت ﺻﻨﻌﺘﯽ در دﻧﯿﺎ ي واﻗﻌ ﯽ واﻗﻊ ﺑﯿﻨﺎﻧﻪ ﺗﺮ و ﮐﻠﯽ ﺗﺮ اﺳﺖ. ﻫﺮ ﻋﻨﺼﺮ در ﻣﺎﺗﺮﯾﺲ ﻓﺎﺻﻠﻪ ﻣﺴﺌﻠﻪ ﻓﺮوﺷﻨﺪه ﻣﺴﺎﻓﺮ ﺑﻪ ﻋﻨﻮان ﯾﮏ ﻋﺪد ﻧﻮﺗﺮوﺳﻮﻓﯽ ﻣﺜﻠﺜﯽ ﺑﺎ ارزش واﺣﺪ اراﺋﻪ ﺷﺪه اﺳﺖ. ﺑﺮاي ﺣﻞ اﯾﻦ ﻣﺸﮑﻞ ، ﻣﺎ ﺑﺎ اﺳﺘﻔﺎده از ﺗﺎﺑﻊ رﺗﺒﻪ ﺑﻨﺪي ﻣﺮﮐﺰ ﺛﻘﻞ و ﻣﻌ ﯿﺎر اﻧﺤﺮاف اﺳﺘﺎﻧﺪارد ، رﻣﺎن ﺳﺘﻮن-ردﯾﻒ اﺑﺘﮑﺎري Dhouib-Matrix-TSP1 ﺧﻮد را اﻓﺰاﯾﺶ ﻣﯽ دﻫﯿﻢ. در واﻗﻊ ، ﺗﺎﺑﻊ رﺗﺒﻪ ﺑﻨﺪي ﻣﺮﮐﺰ ﺛﻘﻞ ﺑﺮاي ﮐﻮره زداﯾﯽ ﺑﻪ ﻣﻨﻈﻮر ﺗﺒﺪﯾﻞ ﻋﺪد ﻧﻮﺗﺮوﺳﻮﻓﯽ ﻣﺜﻠﺜﯽ ﺑﺎ ارزش واﺣﺪ ﺑﻪ ﻋﺪد ﺗﺮد اﺳﺘﻔﺎده ﻣﯽ ﺷﻮد. اﺳﺘﻔﺎده ﮔﺎم ﺑﻪ ﮔﺎم از ﻧﻤﻮﻧﻪ ﻫﺎي آزﻣﺎﯾﺸﯽ ﻋﺪدي ﺑﺮ روي ﻣﺤﯿﻂ ﻧﻮﺗﺮوﺳﻮﻓﯽ ﻣﺜﻠﺜﯽ ﺑﺎ ارزش ﺗﻨﻬﺎ ﻧﺸﺎن ﻣﯽ دﻫﺪ ﮐﻪ راه ﺣﻞ ﻣﻄﻠﻮب ﯾ ﺎ ﺗﻘﺮﯾﺒﺎً ﻣﻄﻠﻮب و ﻫﻤﭽﻨﯿﻦ ﻫﺰﯾﻨﻪ ﮐﻞ واﺿﺢ و ﻓﺎزي را ﻣﯽ ﺗﻮان ﺑﻪ راﺣﺘﯽ ﺑﻪ ﻟﻄﻒ روش اﺑﺘﮑﺎري 1 Dhouib-Matrix-TSP ﺑﺎ ﻣﺮﮐﺰ ﻏﻨﯽ ﺳﺎزي ﺑﻪ دﺳﺖ آورد. ﺗﺎﺑﻊ رﺗﺒﻪ ﺑﻨﺪي ﮔﺮاﻧﺶ و ﻣﻌ ﯿﺎر اﻧﺤﺮاف اﺳﺘﺎﻧﺪارد ﺑﺪﺳﺖ آورد.
Keywords :
Combinatorial Optimization , Artificial Intelligence , Artificial intelligence , Operational Research , Dhouib-Matrix-TSP1 Heuristic , Fuzzy Number , Neutrosophic Number , Travelling Salesman Problem
Journal title :
International Journal of Engineering