TY - JOUR
T1 - Unbounded knapsack problem with controllable rates
T2 - The case of a random demand for items
AU - Kogan, K.
PY - 2003/6
Y1 - 2003/6
N2 - This paper focuses on a dynamic, continuous-time control generalization of the unbounded knapsack problem. This generalization implies that putting items in a knapsack takes time and has a due date. Specifically, the problem is characterized by a limited production horizon and a number of item types. Given an unbounded number of copies of each type of item, the items can be put into a knapsack at a controllable production rate subject to the available capacity. The demand for items is not known until the end of the production horizon. The objective is to collect items of each type in order to minimize shortage and surplus costs with respect to the demand. We prove that this continuous-time problem can be reduced to a number of discrete-time problems. As a result, solvable cases are found and a polynomial-time algorithm is suggested to approximate the optimal solution with any desired precision.
AB - This paper focuses on a dynamic, continuous-time control generalization of the unbounded knapsack problem. This generalization implies that putting items in a knapsack takes time and has a due date. Specifically, the problem is characterized by a limited production horizon and a number of item types. Given an unbounded number of copies of each type of item, the items can be put into a knapsack at a controllable production rate subject to the available capacity. The demand for items is not known until the end of the production horizon. The objective is to collect items of each type in order to minimize shortage and surplus costs with respect to the demand. We prove that this continuous-time problem can be reduced to a number of discrete-time problems. As a result, solvable cases are found and a polynomial-time algorithm is suggested to approximate the optimal solution with any desired precision.
KW - Computational analysis
KW - Control
KW - Optimization
KW - Scheduling
UR - http://www.scopus.com/inward/record.url?scp=0037872210&partnerID=8YFLogxK
U2 - 10.1057/palgrave.jors.2601554
DO - 10.1057/palgrave.jors.2601554
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AN - SCOPUS:0037872210
SN - 0160-5682
VL - 54
SP - 594
EP - 604
JO - Journal of the Operational Research Society
JF - Journal of the Operational Research Society
IS - 6
ER -