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July  2016, 12(3): 1057-1073. doi: 10.3934/jimo.2016.12.1057

Pseudo-polynomial time algorithms for combinatorial food mixture packing problems

Shinji Imahori 1, , Yoshiyuki Karuno 2, and  Kenju Tateishi 3,

1. 

Faculty of Science and Engineering, Chuo University, Kasuga 1-13-27, Bunkyo-ku, Tokyo 112-8551, Japan
2. 

Faculty of Mechanical Engineering, Kyoto Institute of Technology, Matsugasaki, Sakyo-ku, Kyoto 606-8585, Japan
3. 

Graduate School of Science and Technology, Kyoto Institute of Technology, Matsugasaki, Sakyo-ku, Kyoto 606-8585, Japan

Received  November 2014 Revised  April 2015 Published  September 2015

A union $\mathcal{I}=\mathcal{I}_{1}\cup \mathcal{I}_{2}\cup \cdots \cup \mathcal{I}_{m}$ of $m$ sets of items is given, where for each $i=1,2,\ldots,m$, $\mathcal{I}_{i}=\{I_{ik} \mid k=1,2,\ldots,n\}$ denotes a set of $n$ items of the $i$-th type and $I_{ik}$ denotes the $k$-th item of the $i$-th type. Each item $I_{ik}$ has an integral weight $w_{ik}$ and an integral priority $p_{ik}$. The food mixture packing problem to be discussed in this paper asks to find a union $\mathcal{I}'=\mathcal{I}'_{1}\cup \mathcal{I}'_{2}\cup \cdots \cup \mathcal{I}'_{m}$ of $m$ subsets of items so that for each $i=1,2,\ldots,m$, the sum weight of chosen items of the $i$-th type for $\mathcal{I}'_{i} \subseteq \mathcal{I}_{i}$ is no less than an integral indispensable bound $b_{i}$, and the total weight of chosen items for $\mathcal{I}'$ is no less than an integral target weight $t$. The total weight of chosen items for $\mathcal{I'}$ is minimized as the primary objective, and further the total priority of chosen items for $\mathcal{I'}$ is maximized as the second objective. In this paper, the known time complexity $O(mnt+mt^{m})$ is improved to $O(mnt+mt^{2})$ for an arbitrary $m\geq 3$ by a two-stage constitution algorithm with dynamic programming procedures. The improved time complexity figures out the weak NP-hardness of the food mixture packing problem.
Keywords: food packaging quality., mathematical modeling, Combinatorial optimization, dynamic programming, pseudo-polynomial time algorithms.
Mathematics Subject Classification: Primary: 90C27, 90C39; Secondary: 68Q2.
Citation: Shinji Imahori, Yoshiyuki Karuno, Kenju Tateishi. Pseudo-polynomial time algorithms for combinatorial food mixture packing problems. Journal of Industrial & Management Optimization, 2016, 12 (3) : 1057-1073. doi: 10.3934/jimo.2016.12.1057
References:
[1]

M. R. Garey and D. S. Johnson, Computers and Intractability: A Guide to the Theory of NP-Completeness,, W.H. Freeman, (1979).   Google Scholar

[2]

S. Imahori and Y. Karuno, Pseudo-polynomial time algorithms for food mixture packing by automatic combination weighers,, in Proceedings of International Symposium on Scheduling 2013 (ISS 2013), (2013), 59.   Google Scholar

[3]

S. Imahori, Y. Karuno, H. Nagamochi and X. Wang, Kansei engineering, humans and computers: Efficient dynamic programming algorithms for combinatorial food packing problems,, International Journal of Biometrics, 3 (2011), 228.  doi: 10.1504/IJBM.2011.040817.  Google Scholar

[4]

S. Imahori, Y. Karuno, R. Nishizaki and Y. Yoshimoto, Duplex and quasi-duplex operations in automated food packing systems,, in IEEE Xplore of the Fifth IEEE/SICE International Symposium on System Integration (SII 2012), (2012), 810.  doi: 10.1109/SII.2012.6427267.  Google Scholar

[5]

S. Imahori, Y. Karuno and K. Tateishi, Dynamic programming algorithms for producing food mixture packages by automatic combination weighers,, Journal of Advanced Mechanical Design, 8 (2014), 1.  doi: 10.1299/jamdsm.2014jamdsm0065.  Google Scholar

[6]

Ishida Co., Ltd., Products (Total System Solutions), Weighing and Packaging,, 2015. Available from: , ().   Google Scholar

[7]

K. Kameoka and M. Nakatani, Feed control criterion for a combination weigher and its effects (in Japanese),, Transactions of the Society of Instrument and Control Engineers, 37 (2001), 911.   Google Scholar

[8]

K. Kameoka, M. Nakatani and N. Inui, Phenomena in probability and statistics found in a combinatorial weigher (in Japanese),, Transactions of the Society of Instrument and Control Engineers, 36 (2000), 388.   Google Scholar

[9]

Y. Karuno, H. Nagamochi and X. Wang, Bi-criteria food packing by dynamic programming,, Journal of the Operations Research Society of Japan, 50 (2007), 376.   Google Scholar

[10]

Y. Karuno, H. Nagamochi and X. Wang, Optimization problems and algorithms in double-layered food packing systems,, Journal of Advanced Mechanical Design, 4 (2010), 605.  doi: 10.1299/jamdsm.4.605.  Google Scholar

[11]

Y. Karuno, K. Takahashi and A. Yamada, Dynamic programming algorithms with data rounding for combinatorial food packing problems,, Journal of Advanced Mechanical Design, 7 (2013), 233.  doi: 10.1299/jamdsm.7.233.  Google Scholar

[12]

H. Morinaka, Automatic combination weigher for product foods (in Japanese),, Journal of the Japan Society of Mechanical Engineers, 103 (2000), 130.   Google Scholar

[13]

H. A. Wurdemann, V. Aminzadeh, J. S. Dai, J. Reed and G. Purnell, Category-based food ordering processes,, Trends in Food Science & Technology, 22 (2011), 14.  doi: 10.1016/j.tifs.2010.10.003.  Google Scholar

[14]

Yamato Scale Co., Ltd., Category Search, Filling and Packaging,, 2015. Available from: , ().   Google Scholar

show all references

References:
[1]

M. R. Garey and D. S. Johnson, Computers and Intractability: A Guide to the Theory of NP-Completeness,, W.H. Freeman, (1979).   Google Scholar

[2]

S. Imahori and Y. Karuno, Pseudo-polynomial time algorithms for food mixture packing by automatic combination weighers,, in Proceedings of International Symposium on Scheduling 2013 (ISS 2013), (2013), 59.   Google Scholar

[3]

S. Imahori, Y. Karuno, H. Nagamochi and X. Wang, Kansei engineering, humans and computers: Efficient dynamic programming algorithms for combinatorial food packing problems,, International Journal of Biometrics, 3 (2011), 228.  doi: 10.1504/IJBM.2011.040817.  Google Scholar

[4]

S. Imahori, Y. Karuno, R. Nishizaki and Y. Yoshimoto, Duplex and quasi-duplex operations in automated food packing systems,, in IEEE Xplore of the Fifth IEEE/SICE International Symposium on System Integration (SII 2012), (2012), 810.  doi: 10.1109/SII.2012.6427267.  Google Scholar

[5]

S. Imahori, Y. Karuno and K. Tateishi, Dynamic programming algorithms for producing food mixture packages by automatic combination weighers,, Journal of Advanced Mechanical Design, 8 (2014), 1.  doi: 10.1299/jamdsm.2014jamdsm0065.  Google Scholar

[6]

Ishida Co., Ltd., Products (Total System Solutions), Weighing and Packaging,, 2015. Available from: , ().   Google Scholar

[7]

K. Kameoka and M. Nakatani, Feed control criterion for a combination weigher and its effects (in Japanese),, Transactions of the Society of Instrument and Control Engineers, 37 (2001), 911.   Google Scholar

[8]

K. Kameoka, M. Nakatani and N. Inui, Phenomena in probability and statistics found in a combinatorial weigher (in Japanese),, Transactions of the Society of Instrument and Control Engineers, 36 (2000), 388.   Google Scholar

[9]

Y. Karuno, H. Nagamochi and X. Wang, Bi-criteria food packing by dynamic programming,, Journal of the Operations Research Society of Japan, 50 (2007), 376.   Google Scholar

[10]

Y. Karuno, H. Nagamochi and X. Wang, Optimization problems and algorithms in double-layered food packing systems,, Journal of Advanced Mechanical Design, 4 (2010), 605.  doi: 10.1299/jamdsm.4.605.  Google Scholar

[11]

Y. Karuno, K. Takahashi and A. Yamada, Dynamic programming algorithms with data rounding for combinatorial food packing problems,, Journal of Advanced Mechanical Design, 7 (2013), 233.  doi: 10.1299/jamdsm.7.233.  Google Scholar

[12]

H. Morinaka, Automatic combination weigher for product foods (in Japanese),, Journal of the Japan Society of Mechanical Engineers, 103 (2000), 130.   Google Scholar

[13]

H. A. Wurdemann, V. Aminzadeh, J. S. Dai, J. Reed and G. Purnell, Category-based food ordering processes,, Trends in Food Science & Technology, 22 (2011), 14.  doi: 10.1016/j.tifs.2010.10.003.  Google Scholar

[14]

Yamato Scale Co., Ltd., Category Search, Filling and Packaging,, 2015. Available from: , ().   Google Scholar

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