88 European Journal of Operational Research 81 (1995) 88-104
North-Holland
Theory and Methodology
Multiple and bicriteria scheduling:
A literature survey
Amit Nagar, Jorge Haddock and Sunderesh Heragu
Department of Decision Sciences and Engineering Systems, Rensselaer Polytechnic Institute, Troy,
N Y 12180-3590, USA
Received September 1992; revised March 1993
Abstract: Real life scheduling problems require the decision maker to consider a number of criteria
before arriving at any decision. A solution which is optimal with respect to a given criterion might be a
poor candidate for some other. The trade-offs involved in considering several different criteria provide
useful insights to the decision maker. Thus considering problems with more than one criterion is more
relevant in the context of real life scheduling problems. Surprisingly, research in this important field has
been scarce when compared to research in single criterion scheduling. In this paper, we provide a
detailed literature survey of multiple and bicriteria problems in scheduling. We also provide a broad
classification scheme for scheduling problems.
Keywords: Scheduling; Survey
1. Introduction
Scheduling is an important aspect of opera-
tional level shop floor decisions. Its importance
and relevance to industry has prompted re-
searchers to study it from different perspectives
over the past three decades. Scheduling literature
ranges from deterministic case to the stochastic
case, from single machine problem to the multi-
ple machine problem and from static to dynamic
problem. Research on multiple and bicriteria
scheduling has been scarce, especially when com-
pared to research in single criterion scheduling.
Dileepan and Sen (1988) list only sixteen papers
in their survey paper on bicriteria scheduling. A
Correspondence to: Prof. S. Heragu, Department of Decision
Sciences and Engineering Systems, Rensselaer Polytechnic
Institute, Troy, NY 12180-3590, USA.
similar study undertaken by Fry et al. (1989) for
multi-objective single machine scheduling yielded
thirty-two papers. The thrust of research on
scheduling has been on a single criterion prob-
lems; the complexity of scheduling problems pro-
vides a possible explanation for the lack of pub-
lished research in problems involving multiple
criteria. It is well known that optimal solutions
can be found for only relatively small single crite-
rion problems. In fact, only two algorithms (poly-
nomial or pseudo-polynomial) have been re-
ported for the single machine bicriteria problem
- the pseudo-polynomial algorithm was devel-
oped by Van Wassenhove and Gelders (1980) and
the polynomial algorithm was developed by Cheun
and Bulfin (1990). Both of these algorithms gen-
erate a set of efficient solutions for the bicriteria
problem. Van Wassenhove and Gelders' ap-
proach is shown to solve problems with up to 50
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