R&D Project Selection and Manpower Allocation with Integer Nonlinear Goal Programming
A number of recent research efforts in the area of research and development planning have indicated the necessity that the R&D project selection process be viewed as a multi-criteria decision-making problem. As a result, linear 0-1 goal programming, because of its ability to encompass multiple o...
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Published in | Management science Vol. 28; no. 10; pp. 1149 - 1158 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Linthicum
INFORMS
01.10.1982
Institute for Operations Research and the Management Sciences |
Series | Management Science |
Subjects | |
Online Access | Get full text |
ISSN | 0025-1909 1526-5501 |
DOI | 10.1287/mnsc.28.10.1149 |
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Abstract | A number of recent research efforts in the area of research and development planning have indicated the necessity that the R&D project selection process be viewed as a multi-criteria decision-making problem. As a result, linear 0-1 goal programming, because of its ability to encompass multiple objectives, has been employed on several occasions as a project selection model. However, in these goal programming models the relationships between resource utilization and project outcomes or between various resource utilizations have been expressed linearly when, in reality, they are often non-linear. For example, as the resources allocated to a project are increased the probability of project success will also increase but at a decreasing rate. In this paper, a non-linear integer goal programming model is described via a case example. The case example encompasses a pool of thirty researchers available for allocation to seven possible R&D projects. As such, the model consists of integer decision variables for both the number of researchers allocated, and, project selection. Researcher allocation and project selection are subject to several linear and nonlinear goal constraints. Nonlinear goal constraints are constructed that relate the probability of project success to the number of researchers assigned to a project and to expected monetary return, and, that relate the number of researchers allocated to project completion time. Linear goal constraints are developed for budget limitations, computer capacity utilization and various strict conditions placed on the model. The model selects projects and allocates researchers to projects such that a prioritized goal structure is most satisfactorily achieved. The model solution of the case example indicated the selection of five of the seven projects and the number of researchers assigned to each project. Of the nine prioritized goals, six were achieved while three were only partially achieved. |
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AbstractList | Linear O-1 goal programming has in several instances been applied to the multi-criteria decision-making problem of research and development (R&D) project selection. However, with this method, the relationships between resource use and project outcomes is expressed in linear form which is inappropriate, since in many cases the probability of project success does not directly increase with increasing allocation of resources. A nonlinear goal programming model is applied to a case study involving the allocation of 30 available researchers to 7 R&D projects. The allocation of researchers and the selection of projects are subject to nonlinear constraints, with the probability of project success determined by the relationship of the number of researchers to the cost and completion time of the project. Linear constraints include budget limitations and computer capacity. With the model, researcher allocation and project selection result in an optimal goal structure. A number of recent research efforts in the area of research and development planning have indicated the necessity that the R&D project selection process be viewed as a multi-criteria decision-making problem. As a result, linear 0-1 goal programming, because of its ability to encompass multiple objectives, has been employed on several occasions as a project selection model. However, in these goal programming models the relationships between resource utilization and project outcomes or between various resource utilizations have been expressed linearly when, in reality, they are often non-linear. For example, as the resources allocated to a project are increased the probability of project success will also increase but at a decreasing rate. In this paper, a non-linear integer goal programming model is described via a case example. The case example encompasses a pool of thirty researchers available for allocation to seven possible R & D projects. As such, the model consists of integer decision variables for both the number of researchers allocated, and, project selection. Researcher allocation and project selection are subject to several linear and nonlinear goal constraints. Nonlinear goal constraints are constructed that relate the probability of project success to the number of researchers assigned to a project and to expected monetary return, and, that relate the number of researchers allocated to project completion time. Linear goal constraints are developed for budget limitations, computer capacity utilization and various strict conditions placed on the model. The model selects projects and allocates researchers to projects such that a prioritized goal structure is most satisfactorily achieved. The model solution of the case example indicated the selection of five of the seven projects and the number of researchers assigned to each project. Of the nine prioritized goals, six were achieved while three were only partially achieved. |
Author | Taylor, Bernard W., III Moore, Laurence J Clayton, Edward R |
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Snippet | A number of recent research efforts in the area of research and development planning have indicated the necessity that the R&D project selection process be... Linear O-1 goal programming has in several instances been applied to the multi-criteria decision-making problem of research and development (R&D) project... |
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SubjectTerms | Allocations applications Decision making Goal programming Inventory control Management science Mathematical models Nonlinear programming programming: integer programming: integer, applications programming: nonlinear programming: nonlinear, applications Projects R&D Research & development research and development: project selection Researchers Selection Success Variables |
Title | R&D Project Selection and Manpower Allocation with Integer Nonlinear Goal Programming |
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