This paper extends the Flexible and Interactive Tradeoff (FITradeoff) method by eliciting unknown marginal value functions in a robust ordinal regression (ROR) framework. This method asks a Decision Maker (DM) to compare different values alongside a criterion, determining if their difference is larger or smaller than a threshold to find, at the end, the best alternative in a set. In each step, a representative value function is computed to identify which values to compare, their threshold, and to provide visual feedback on the marginal value functions. Compared to FITradeoff the proposed method does not require ex-ante knowledge of the marginal value functions, a strong assumption in the original model. A case study on battery-based energy storage systems and one on supplier selection are provided to verify the feasibility and effectiveness of the method.

A robust FITradeoff multicriteria method and its applications / Zhao, Qian; Balugani, Elia; Lolli, Francesco; Gamberini, Rita. - (2024), pp. 1-6. (Intervento presentato al convegno XXIX SUMMER SCHOOL “Francesco Turco” – Industrial Systems Engineering tenutosi a Otranto nel 11-13 settembre 2024).

A robust FITradeoff multicriteria method and its applications

Qian Zhao;Elia Balugani
;
Francesco Lolli;Rita Gamberini
2024

Abstract

This paper extends the Flexible and Interactive Tradeoff (FITradeoff) method by eliciting unknown marginal value functions in a robust ordinal regression (ROR) framework. This method asks a Decision Maker (DM) to compare different values alongside a criterion, determining if their difference is larger or smaller than a threshold to find, at the end, the best alternative in a set. In each step, a representative value function is computed to identify which values to compare, their threshold, and to provide visual feedback on the marginal value functions. Compared to FITradeoff the proposed method does not require ex-ante knowledge of the marginal value functions, a strong assumption in the original model. A case study on battery-based energy storage systems and one on supplier selection are provided to verify the feasibility and effectiveness of the method.
2024
XXIX SUMMER SCHOOL “Francesco Turco” – Industrial Systems Engineering
Otranto
11-13 settembre 2024
1
6
Zhao, Qian; Balugani, Elia; Lolli, Francesco; Gamberini, Rita
A robust FITradeoff multicriteria method and its applications / Zhao, Qian; Balugani, Elia; Lolli, Francesco; Gamberini, Rita. - (2024), pp. 1-6. (Intervento presentato al convegno XXIX SUMMER SCHOOL “Francesco Turco” – Industrial Systems Engineering tenutosi a Otranto nel 11-13 settembre 2024).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/1367953
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