A column-and-constraint generation algorithm for two-stage stochastic programming problems

نویسندگان

چکیده

Abstract This paper presents a column-and-constraint generation algorithm for two-stage stochastic programming problems. A distinctive feature of the is that it does not assume fixed recourse and as consequence values dimensions matrix can be uncertain. The proposed contains multi-cut (partial) Benders decomposition deterministic equivalent model special cases used to trade-off computational speed memory requirements. outperforms in time requirements maintenance location routing problem. In addition, instances with large number scenarios, both Furthermore, we present an adaptive relative tolerance which solution master problem bottleneck slave problems solved relatively efficiently. early iterations converges zero final iteration(s) algorithm. combination this decreases our even further.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Two-Stage Chance-Constraint Stochastic Programming Model for Electricity Supply Chain Network Design

Development of every society is incumbent upon energy sector’s technological and economic effectiveness. The electricity industry is a growing and needs to have a better performance to effectively cover the demand. The industry requires a balance between cost and efficiency through careful design and planning. In this paper, a two-stage stochastic programming model is presented for the design o...

متن کامل

Two-stage Stochastic Programming for Engineering Problems

The purpose of the paper is to present existing and discuss modified optimization models and solution techniques which are suitable for engineering decision-making problems containing random elements with emphasis on two decision stages. The developed approach is called two-stage stochastic programming and the paper links motivation, applicability, theoretical remarks, transformations, input da...

متن کامل

Solving Two-stage Robust Optimization Problems by A Constraint-and-Column Generation Method

We present a constraint-and-column generation algorithm to solve two-stage robust optimization problems. Compared with existing Benders style cutting plane methods, it is a general procedure with a unified approach to deal with optimality and feasibility. A computational study on a two-stage robust location-transportation problem shows that it performs an order of magnitude faster. Also, it rev...

متن کامل

Reconfiguration of Supply Chain: A Two Stage Stochastic Programming

In this paper, we propose an extended relocation model for warehouses configuration in a supply chain network, in which uncertainty is associated to operational costs, production capacity and demands whereas, existing researches in this area are often restricted to deterministic environments. In real cases, we usually deal with stochastic parameters and this point justifies why the relocation m...

متن کامل

Solving two-stage robust optimization problems using a column-and-constraint generation method

In this paper, we present a column-and-constraint generation algorithm to solve twostage robust optimization problems. Compared with existing Benders-style cutting plane methods, the column-and-constraint generation algorithm is a general procedure with a unified approach to deal with optimality and feasibility. A computational study on a twostage robust location-transportation problem shows th...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Top

سال: 2021

ISSN: ['1134-5764', '1863-8279']

DOI: https://doi.org/10.1007/s11750-021-00593-2