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SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH

Yıl 2018, Cilt 13, Sayı 4, 285 - 300, 13.10.2018

Öz

Process planning, scheduling, and due date assignment play crucial role in manufacturing systems in terms of efficient and flexible production. Integration of the production functions has been studied in the literature. In this context, there are hundreds of works on integrated process planning and scheduling (IPPS) and scheduling with due date assignment (SWDDA) problems. In this paper, we extend the existing literature works on integrated process planning, scheduling and due date assignment (IPPSDDA) using a hybrid search algorithm. Since the scheduling problem is in the NP-Hard problem class without any integration, integrated problem is even harder to solve. This study focuses on the integration of these functions. Sum of weighted tardiness, earliness, and due date related costs are used as a penalty function. Random search and hybrid meta-heuristics are used to solve integrated problem. We used hybrid and random search techniques while solving the integrated problem. Full integration with hybrid search is found as the best combination. So, hybrid search outperformed random search and ordinary solutions were very poor compared to the search results.

Kaynakça

  • [1] Zhang, H.C. and Mallur, S., (1994). An Integrated Model of Process Planning and Production Scheduling, International Journal of Computer Integrated Manufacturing, Vol:7, No:6, 356–364. doi:10.1080/09511929408944623.
  • [2] Gordon, V.S., Proth, J.M., and Chu, C., (2002). Due date Assignment and Scheduling: SLK, TWK and other due Date Assignment Models, Production Planning and Control, Vol:13, No:2, 117–132. doi:10.1080/09537280110069621.
  • [3] Demir, H.I. and Taşkın, H., (2005). Integrated Process Planning, Scheduling and Due-Date Assignment, Sakarya Üniversitesi, Sakarya, Turkey.
  • [4] Ceven, E. and Demir, H.I., (2007). Benefits of Integrating Due-Date Assignment with Process Planning and Scheduling.
  • [5] Demir, H.I., Uygun, O., Cil, I., Ipek, M., and Sari, M., (2015). Process Planning and Scheduling with SLK Due-Date Assignment where Earliness, Tardiness and Due-Dates are Punished, Journal of Industrial and Intelligent Information, Vol:3, No:3, 173–180. doi:10.12720/jiii.3.3.173-180.
  • [6] Demir, H., Cakar, T., Ipek, M., Uygun, O., and Sari, M. (2015). Process Planning and Due-date Assignment with ATC Dispatching where Earliness, Tardiness and Due-dates are Punished, J. Ind. Intell. Inf. Vol.
  • [7] Wei, T. and Khoshnevis, B., (2000). Integration of Process Planning and Scheduling: A Review, Journal of Intelligent Manufacturing, Vol:24, No:6, 51–63. doi:10.1080/0951192X.2011.562543.
  • [8] Li, X., Gao, L., Zhang, C., and Shao, X., (2010). A Review on Integrated Process Planning and Scheduling, International Journal Of, Vol:5, No:2, pp:161–180.
  • [9] Phanden, R., Jain, A., and Verma, R., (2011). Integration of Process Planning and Scheduling: A state-of-the-art Review, International Journal of Computer.
  • [10] Nasr, N. and Elsayed, E.A., (1990). Job Shop Scheduling with Alternative Machines, International Journal of Production Research, Vol:28, No:9, 1595–1609. doi:10.1080/00207549008942818.
  • [11] Khoshnevis, B. and Chen, Q.M., (1991). Integration of Process Planning and Scheduling Functions, Journal of Intelligent Manufacturing, Vol:2, No:3, pp:165–175.
  • [12] Hutchison, J., Leong, K., Snyder, D., and Ward, P., (1991). Scheduling Approaches for Random Job Shop Flexible Manufacturing Systems, International Journal of Production Research, Vol:29, No:5, pp:1053–1067. doi:10.1080/00207549108930119.
  • [13] Jiang, J., Hsiao, W., (1994). Mathematical Programming for the Scheduling Problem with Alternate Process Plans in FMS, Computers and Industrial Engineering, Vol:27, No:1–4, pp:15–18. doi:10.1016/0360-8352(94)90226-7.
  • [14] Chen, Q. and Khoshnevis, B., (1993). Scheduling with Flexible Process Plans, Production Planning and Control, Vol:4, No:4, pp:333–343. doi:10.1080/09537289308919455.
  • [15] Brandimarte, P., (1999). Exploiting Process Plan Flexibility in production Scheduling: A multi-objective approach, European Journal of Operational Research, Vol:114, No:1, pp:59–71. doi:10.1016/S0377-2217(98)00029-0.
  • [16] Kim, K.H. and Egbelu, P.J., (1999). Scheduling in a Production Environment with Multiple Process Plans Per Job, International Journal of Production Research, Vol:37, No:12, pp:2725–2753. doi:10.1080/002075499190491.
  • [17] Morad, N. and Zalzala, A., (1999). Genetic Algorithms in Integrated Process Planning and Scheduling, Journal of Intelligent Manufacturing, Vol:10, No:2, pp:169–179.
  • [18] Leung, C.W., Wong, T.N., Mak, K.L.L., and Fung, R.Y.K., (2010). Integrated Process Planning and Scheduling by an Agent-based Ant Colony Optimization, Computers and Industrial Engineering, Vol:59, No:1, 166–180. doi:10.1016/j.cie.2009.09.003.
  • [19] Ming, X.G. and Mak, K.L., (2000). A Hybrid Hopfield Network-Genetic Algorithm Approach to Optimal Process Plan Selection, International Journal of Production Research, Vol:38, No:8, pp:1823–1839. doi:10.1080/002075400188618.
  • [20] Lee, H. and Kim, S.S., (2001). Integration of Process Planning and Scheduling Using Simulation Based Genetic Algorithms, International Journal of Advanced Manufacturing Technology, Vol:18, No:8, pp:586–590. doi:10.1007/s001700170035.
  • [21] Kim, Y.K., Park, K., and Ko, J., (2003). A Symbiotic Evolutionary Algorithm for the Integration of Process Planning and Job Shop Scheduling, Computers & Operations Research, Vol:30, No:8, pp:1151–1171. doi:10.1016/S0305-0548(02)00063-1.
  • [22] Kumar, M. and Rajotia, S., (2006). Integration of Process Planning and Scheduling in a Job Shop Environment, The International Journal of Advanced Manufacturing Technology, Vol:28, No:1–2, pp:109–116. doi:10.1007/s00170-004-2317-y.
  • [23] Ueda, K., Fujii, N., and Inoue, R., (2007). An Emergent Synthesis Approach to Simultaneous Process Planning and Scheduling, CIRP Annals - Manufacturing Technology, Vol:56, No:1, pp:463–466. doi:10.1016/j.cirp.2007.05.111.
  • [24] Moon, C., Lee, Y.H., Jeong, C.S., and Yun, Y., (2008). Integrated Process Planning and Scheduling in a Supply Chain, Computers & Industrial Engineering, Vol:54, No:4, pp:1048–1061. doi:10.1016/j.cie.2007.06.018.
  • [25] Guo, Y.W., Li, W.D., Mileham, A.R., and Owen, G.W., (2009). Optimisation of Integrated Process Planning and Scheduling Using a Particle Swarm Optimisation Approach, International Journal of Production Research, Vol:47, No:14, pp:3775–3796. doi:10.1080/00207540701827905.
  • [26] Gordon, V., Proth, J., and Chu, C., (2002). A Survey of the State-of-the-art of Common due Date Assignment and Scheduling Research, European Journal of Operational Research.
  • [27] Panwalkar, S. and Smith, M., (1982). Common due date Assignment to Minimize Total Penalty for the One Machine Scheduling Problem, Operations Research, Vol:30, ppp:391–399.
  • [28] Xia, Y., Chen, B., and Yue, J., (2008). Job Sequencing and due date Assignment in a Single Machine Shop with Uncertain Processing Times, European Journal of Operational Research, Vol:184, No:1, pp:63–75. doi:10.1016/j.ejor.2006.10.058.
  • [29] Gordon, V.S. and Strusevich, V.A., (2009). Single Machine Scheduling and due Date Assignment with Positionally Dependent Processing Times, European Journal of Operational Research, Vol:198, No:1, pp:57–62. doi:10.1016/j.ejor.2008.07.044.
  • [30] Li, J., Yuan, X., Lee, E.S., and Xu, D., (2011). Setting due Dates to Minimize the Total Weighted Possibilistic Mean Value of the Weighted Earlinesstardiness Costs on a Single Machine, Computers and Mathematics with Applications, Vol:62, No:11, pp:4126–4139. doi:10.1016/j.camwa.2011.09.063.
  • [31] Gordon, V. and Kubiak, W., (1998). Single Machine Scheduling with Release and due date Assignment to Minimize The Weighted Number of Late Jobs, Information Processing Letters, Vol:68, No:3, pp:153–159. doi:10.1016/S0020-0190(98)00153-7.
  • [32] Biskup, D. and Jahnke, H., (2001). Common due Date Assignment for Scheduling on a Single Machine with Jointly Reducible Processing Times, International Journal of Production Economics, Vol:69, No:3, pp:317–322. doi:10.1016/S0925-5273(00)00040-2.
  • [33] Ventura, J.A. and Radhakrishnan, S., (2003). Single Machine Scheduling with Symetric Earliness and Tardiness Penalties, European Journal of Operational Research, Vol:144, pp:598–612.
  • [34] Ji, M., Ge, J., Chen, K., and Cheng, T.C.E., (2013). Single-Machine due-window Assignment and Scheduling with Resource Allocation, Aging Effect, and a Deteriorating Rate-Modifying Activity, Computers and Industrial Engineering, Vol:66, No:4, pp:952–961. doi:10.1016/j.cie.2013.08.020.
  • [35] Wang, J.B., (2006). Single Machine Scheduling with Common due Date and Controllable Processing Times, Applied Mathematics and Computation, Vol:174, No:2, pp:1245–1254. doi:10.1016/j.amc.2005.05.046.
  • [36] Lin, S.W., Chou, S.Y., and Chen, S.C., (2007). Meta-heuristic Approaches for Minimizing Total Earliness and Tardiness Penalties of Single-Machine Scheduling with a Common due Date, Journal of Heuristics, Vol:13, No:2, pp:151–165. doi:10.1007/s10732-006-9002-2.
  • [37] Ying, K.C., (2008). Minimizing Earliness–Tardiness Penalties for Common due date Single-machine Scheduling Problems by a Recovering Beam Search Algorithm, Computers & Industrial Engineering, Vol:55, No:2, pp:494–502. doi:10.1016/j.cie.2008.01.008.
  • [38] Nearchou, A.C., (2008). A Differential Evolution Approach for the Common due Date early/tardy Job Scheduling Problem, Computers and Operations Research, Vol:35, No:4, pp:1329–1343. doi:10.1016/j.cor.2006.08.013.
  • [39] Adamopoulos, G.I. and Pappis, C.P., (1998). Scheduling under a Common due-data on Parallel Unrelated Machines, European Journal of Operational Research, Vol:105, No:3, pp:494–501. doi:10.1016/S0377-2217(97)00057-X.
  • [40] Cheng, T.C.E. and Kovalyov, M.Y., (1996). Batch Scheduling and Common due-date Assignment on a Single Machine, Discrete Applied Mathematics, Vol:70, No:3, pp:231–245. doi:10.1016/0166-218X(96)80468-9.
  • [41] Mosheiov, G., (2001). A Common due-date Assignment Problem on Parallel Identical Machines, Computers and Operations Research, Vol:28, No:8, pp:719–732. doi:10.1016/S0305-0548(99)00127-6.
  • [42] Birman, M. and Mosheiov, G., (2004). A Note on a due-date Assignment on a Two-machine Flow-shop, Computers and Operations Research, Vol:31, No:3, pp:473–480. doi:10.1016/S0305-0548(02)00225-3.
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SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH

Yıl 2018, Cilt 13, Sayı 4, 285 - 300, 13.10.2018

Öz

Process planning, scheduling, and due date assignment play crucial role in manufacturing systems in terms of efficient and flexible production. Integration of the production functions has been studied in the literature. In this context, there are hundreds of works on integrated process planning and scheduling (IPPS) and scheduling with due date assignment (SWDDA) problems. In this paper, we extend the existing literature works on integrated process planning, scheduling and due date assignment (IPPSDDA) using a hybrid search algorithm. Since the scheduling problem is in the NP-Hard problem class without any integration, integrated problem is even harder to solve. This study focuses on the integration of these functions. Sum of weighted tardiness, earliness, and due date related costs are used as a penalty function. Random search and hybrid metaheuristics are used to solve integrated problem. We used hybrid and random search techniques while solving the integrated problem. Full integration with hybrid search is found as the best combination. So, hybrid search outperformed random search and ordinary solutions were very poor compared to the search results.

Kaynakça

  • [1] Zhang, H.C. and Mallur, S., (1994). An Integrated Model of Process Planning and Production Scheduling, International Journal of Computer Integrated Manufacturing, Vol:7, No:6, 356–364. doi:10.1080/09511929408944623.
  • [2] Gordon, V.S., Proth, J.M., and Chu, C., (2002). Due date Assignment and Scheduling: SLK, TWK and other due Date Assignment Models, Production Planning and Control, Vol:13, No:2, 117–132. doi:10.1080/09537280110069621.
  • [3] Demir, H.I. and Taşkın, H., (2005). Integrated Process Planning, Scheduling and Due-Date Assignment, Sakarya Üniversitesi, Sakarya, Turkey.
  • [4] Ceven, E. and Demir, H.I., (2007). Benefits of Integrating Due-Date Assignment with Process Planning and Scheduling.
  • [5] Demir, H.I., Uygun, O., Cil, I., Ipek, M., and Sari, M., (2015). Process Planning and Scheduling with SLK Due-Date Assignment where Earliness, Tardiness and Due-Dates are Punished, Journal of Industrial and Intelligent Information, Vol:3, No:3, 173–180. doi:10.12720/jiii.3.3.173-180.
  • [6] Demir, H., Cakar, T., Ipek, M., Uygun, O., and Sari, M. (2015). Process Planning and Due-date Assignment with ATC Dispatching where Earliness, Tardiness and Due-dates are Punished, J. Ind. Intell. Inf. Vol.
  • [7] Wei, T. and Khoshnevis, B., (2000). Integration of Process Planning and Scheduling: A Review, Journal of Intelligent Manufacturing, Vol:24, No:6, 51–63. doi:10.1080/0951192X.2011.562543.
  • [8] Li, X., Gao, L., Zhang, C., and Shao, X., (2010). A Review on Integrated Process Planning and Scheduling, International Journal Of, Vol:5, No:2, pp:161–180.
  • [9] Phanden, R., Jain, A., and Verma, R., (2011). Integration of Process Planning and Scheduling: A state-of-the-art Review, International Journal of Computer.
  • [10] Nasr, N. and Elsayed, E.A., (1990). Job Shop Scheduling with Alternative Machines, International Journal of Production Research, Vol:28, No:9, 1595–1609. doi:10.1080/00207549008942818.
  • [11] Khoshnevis, B. and Chen, Q.M., (1991). Integration of Process Planning and Scheduling Functions, Journal of Intelligent Manufacturing, Vol:2, No:3, pp:165–175.
  • [12] Hutchison, J., Leong, K., Snyder, D., and Ward, P., (1991). Scheduling Approaches for Random Job Shop Flexible Manufacturing Systems, International Journal of Production Research, Vol:29, No:5, pp:1053–1067. doi:10.1080/00207549108930119.
  • [13] Jiang, J., Hsiao, W., (1994). Mathematical Programming for the Scheduling Problem with Alternate Process Plans in FMS, Computers and Industrial Engineering, Vol:27, No:1–4, pp:15–18. doi:10.1016/0360-8352(94)90226-7.
  • [14] Chen, Q. and Khoshnevis, B., (1993). Scheduling with Flexible Process Plans, Production Planning and Control, Vol:4, No:4, pp:333–343. doi:10.1080/09537289308919455.
  • [15] Brandimarte, P., (1999). Exploiting Process Plan Flexibility in production Scheduling: A multi-objective approach, European Journal of Operational Research, Vol:114, No:1, pp:59–71. doi:10.1016/S0377-2217(98)00029-0.
  • [16] Kim, K.H. and Egbelu, P.J., (1999). Scheduling in a Production Environment with Multiple Process Plans Per Job, International Journal of Production Research, Vol:37, No:12, pp:2725–2753. doi:10.1080/002075499190491.
  • [17] Morad, N. and Zalzala, A., (1999). Genetic Algorithms in Integrated Process Planning and Scheduling, Journal of Intelligent Manufacturing, Vol:10, No:2, pp:169–179.
  • [18] Leung, C.W., Wong, T.N., Mak, K.L.L., and Fung, R.Y.K., (2010). Integrated Process Planning and Scheduling by an Agent-based Ant Colony Optimization, Computers and Industrial Engineering, Vol:59, No:1, 166–180. doi:10.1016/j.cie.2009.09.003.
  • [19] Ming, X.G. and Mak, K.L., (2000). A Hybrid Hopfield Network-Genetic Algorithm Approach to Optimal Process Plan Selection, International Journal of Production Research, Vol:38, No:8, pp:1823–1839. doi:10.1080/002075400188618.
  • [20] Lee, H. and Kim, S.S., (2001). Integration of Process Planning and Scheduling Using Simulation Based Genetic Algorithms, International Journal of Advanced Manufacturing Technology, Vol:18, No:8, pp:586–590. doi:10.1007/s001700170035.
  • [21] Kim, Y.K., Park, K., and Ko, J., (2003). A Symbiotic Evolutionary Algorithm for the Integration of Process Planning and Job Shop Scheduling, Computers & Operations Research, Vol:30, No:8, pp:1151–1171. doi:10.1016/S0305-0548(02)00063-1.
  • [22] Kumar, M. and Rajotia, S., (2006). Integration of Process Planning and Scheduling in a Job Shop Environment, The International Journal of Advanced Manufacturing Technology, Vol:28, No:1–2, pp:109–116. doi:10.1007/s00170-004-2317-y.
  • [23] Ueda, K., Fujii, N., and Inoue, R., (2007). An Emergent Synthesis Approach to Simultaneous Process Planning and Scheduling, CIRP Annals - Manufacturing Technology, Vol:56, No:1, pp:463–466. doi:10.1016/j.cirp.2007.05.111.
  • [24] Moon, C., Lee, Y.H., Jeong, C.S., and Yun, Y., (2008). Integrated Process Planning and Scheduling in a Supply Chain, Computers & Industrial Engineering, Vol:54, No:4, pp:1048–1061. doi:10.1016/j.cie.2007.06.018.
  • [25] Guo, Y.W., Li, W.D., Mileham, A.R., and Owen, G.W., (2009). Optimisation of Integrated Process Planning and Scheduling Using a Particle Swarm Optimisation Approach, International Journal of Production Research, Vol:47, No:14, pp:3775–3796. doi:10.1080/00207540701827905.
  • [26] Gordon, V., Proth, J., and Chu, C., (2002). A Survey of the State-of-the-art of Common due Date Assignment and Scheduling Research, European Journal of Operational Research.
  • [27] Panwalkar, S. and Smith, M., (1982). Common due date Assignment to Minimize Total Penalty for the One Machine Scheduling Problem, Operations Research, Vol:30, ppp:391–399.
  • [28] Xia, Y., Chen, B., and Yue, J., (2008). Job Sequencing and due date Assignment in a Single Machine Shop with Uncertain Processing Times, European Journal of Operational Research, Vol:184, No:1, pp:63–75. doi:10.1016/j.ejor.2006.10.058.
  • [29] Gordon, V.S. and Strusevich, V.A., (2009). Single Machine Scheduling and due Date Assignment with Positionally Dependent Processing Times, European Journal of Operational Research, Vol:198, No:1, pp:57–62. doi:10.1016/j.ejor.2008.07.044.
  • [30] Li, J., Yuan, X., Lee, E.S., and Xu, D., (2011). Setting due Dates to Minimize the Total Weighted Possibilistic Mean Value of the Weighted Earlinesstardiness Costs on a Single Machine, Computers and Mathematics with Applications, Vol:62, No:11, pp:4126–4139. doi:10.1016/j.camwa.2011.09.063.
  • [31] Gordon, V. and Kubiak, W., (1998). Single Machine Scheduling with Release and due date Assignment to Minimize The Weighted Number of Late Jobs, Information Processing Letters, Vol:68, No:3, pp:153–159. doi:10.1016/S0020-0190(98)00153-7.
  • [32] Biskup, D. and Jahnke, H., (2001). Common due Date Assignment for Scheduling on a Single Machine with Jointly Reducible Processing Times, International Journal of Production Economics, Vol:69, No:3, pp:317–322. doi:10.1016/S0925-5273(00)00040-2.
  • [33] Ventura, J.A. and Radhakrishnan, S., (2003). Single Machine Scheduling with Symetric Earliness and Tardiness Penalties, European Journal of Operational Research, Vol:144, pp:598–612.
  • [34] Ji, M., Ge, J., Chen, K., and Cheng, T.C.E., (2013). Single-Machine due-window Assignment and Scheduling with Resource Allocation, Aging Effect, and a Deteriorating Rate-Modifying Activity, Computers and Industrial Engineering, Vol:66, No:4, pp:952–961. doi:10.1016/j.cie.2013.08.020.
  • [35] Wang, J.B., (2006). Single Machine Scheduling with Common due Date and Controllable Processing Times, Applied Mathematics and Computation, Vol:174, No:2, pp:1245–1254. doi:10.1016/j.amc.2005.05.046.
  • [36] Lin, S.W., Chou, S.Y., and Chen, S.C., (2007). Meta-heuristic Approaches for Minimizing Total Earliness and Tardiness Penalties of Single-Machine Scheduling with a Common due Date, Journal of Heuristics, Vol:13, No:2, pp:151–165. doi:10.1007/s10732-006-9002-2.
  • [37] Ying, K.C., (2008). Minimizing Earliness–Tardiness Penalties for Common due date Single-machine Scheduling Problems by a Recovering Beam Search Algorithm, Computers & Industrial Engineering, Vol:55, No:2, pp:494–502. doi:10.1016/j.cie.2008.01.008.
  • [38] Nearchou, A.C., (2008). A Differential Evolution Approach for the Common due Date early/tardy Job Scheduling Problem, Computers and Operations Research, Vol:35, No:4, pp:1329–1343. doi:10.1016/j.cor.2006.08.013.
  • [39] Adamopoulos, G.I. and Pappis, C.P., (1998). Scheduling under a Common due-data on Parallel Unrelated Machines, European Journal of Operational Research, Vol:105, No:3, pp:494–501. doi:10.1016/S0377-2217(97)00057-X.
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Ayrıntılar

Birincil Dil İngilizce
Konular Mühendislik
Bölüm Makaleler
Yazarlar

Caner Erden>

0000-0002-7311-862X
Türkiye


Halil Ibrahim Demir>

0000-0003-1949-9676


Mumtaz Ipek>

0000-0001-9619-2403


Abdullah Hulusi Kokcam>

0000-0002-4757-1594

Yayımlanma Tarihi 13 Ekim 2018
Yayınlandığı Sayı Yıl 2018, Cilt 13, Sayı 4

Kaynak Göster

Bibtex @araştırma makalesi { nwsatecapsci349979, journal = {Technological Applied Sciences}, eissn = {1308-7223}, address = {}, publisher = {E-Journal of New World Sciences Academy}, year = {2018}, volume = {13}, number = {4}, pages = {285 - 300}, title = {SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH}, key = {cite}, author = {Erden, Caner and Demir, Halil Ibrahim and Ipek, Mumtaz and Kokcam, Abdullah Hulusi} }
APA Erden, C. , Demir, H. I. , Ipek, M. & Kokcam, A. H. (2018). SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH . Technological Applied Sciences , 13 (4) , 285-300 . Retrieved from https://dergipark.org.tr/tr/pub/nwsatecapsci/issue/39705/349979
MLA Erden, C. , Demir, H. I. , Ipek, M. , Kokcam, A. H. "SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH" . Technological Applied Sciences 13 (2018 ): 285-300 <https://dergipark.org.tr/tr/pub/nwsatecapsci/issue/39705/349979>
Chicago Erden, C. , Demir, H. I. , Ipek, M. , Kokcam, A. H. "SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH". Technological Applied Sciences 13 (2018 ): 285-300
RIS TY - JOUR T1 - SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH AU - Caner Erden , Halil Ibrahim Demir , Mumtaz Ipek , Abdullah Hulusi Kokcam Y1 - 2018 PY - 2018 N1 - DO - T2 - Technological Applied Sciences JF - Journal JO - JOR SP - 285 EP - 300 VL - 13 IS - 4 SN - -1308-7223 M3 - UR - Y2 - 2018 ER -
EndNote %0 Technological Applied Sciences SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH %A Caner Erden , Halil Ibrahim Demir , Mumtaz Ipek , Abdullah Hulusi Kokcam %T SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH %D 2018 %J Technological Applied Sciences %P -1308-7223 %V 13 %N 4 %R %U
ISNAD Erden, Caner , Demir, Halil Ibrahim , Ipek, Mumtaz , Kokcam, Abdullah Hulusi . "SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH". Technological Applied Sciences 13 / 4 (Ekim 2018): 285-300 .
AMA Erden C. , Demir H. I. , Ipek M. , Kokcam A. H. SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH. NWSA. 2018; 13(4): 285-300.
Vancouver Erden C. , Demir H. I. , Ipek M. , Kokcam A. H. SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH. Technological Applied Sciences. 2018; 13(4): 285-300.
IEEE C. Erden , H. I. Demir , M. Ipek ve A. H. Kokcam , "SOLVING PROCESS PLANNING, WEIGHTED APPARENT TARDINESS COST DISPATCHING, AND WEIGHTED PROCESSING PLUS WEIGHT DUE-DATE ASSIGNMENT SIMULTANEOUSLY USING A HYBRID SEARCH", Technological Applied Sciences, c. 13, sayı. 4, ss. 285-300, Eki. 2018