In many decision problems, time and uncertainty play important roles and stochastic programming models are well suited for capturing both these aspects. In this paper we focus our attention on the difficulties which arise in developing multi-period stochastic models and we outline those challenging aspects where the use of classical modelling techniques for deterministic problems prove to be inadequate. In particular, we discuss the development of a modelling and analysis environment which combines multidimensional databases (MDDB), declarative modelling languages and procedural languages. Our aim is to develop a versatile tool which generates multi-period stochastic models and supports the modeller in browsing of data and solutions across different time stages and among different scenarios.

Messina, V., Mitra, G. (1997). Modelling and analysis of multistage stochastic programming problems: A software environment. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 101(2), 343-359 [10.1016/S0377-2217(96)00402-X].

Modelling and analysis of multistage stochastic programming problems: A software environment

MESSINA, VINCENZINA;
1997

Abstract

In many decision problems, time and uncertainty play important roles and stochastic programming models are well suited for capturing both these aspects. In this paper we focus our attention on the difficulties which arise in developing multi-period stochastic models and we outline those challenging aspects where the use of classical modelling techniques for deterministic problems prove to be inadequate. In particular, we discuss the development of a modelling and analysis environment which combines multidimensional databases (MDDB), declarative modelling languages and procedural languages. Our aim is to develop a versatile tool which generates multi-period stochastic models and supports the modeller in browsing of data and solutions across different time stages and among different scenarios.
Articolo in rivista - Articolo scientifico
decision problems,multi-period stochastic models,multidimensional databases,declarative modelling languages,procedural languages
English
set-1997
101
2
343
359
none
Messina, V., Mitra, G. (1997). Modelling and analysis of multistage stochastic programming problems: A software environment. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 101(2), 343-359 [10.1016/S0377-2217(96)00402-X].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/392
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