Selection of Launch Sites: An Ensemble of MCDM Methods with Discrete Single-Valued Neutrosophic Number Evaluation

Space economy involves all activities and resource allocations that generate additional economic and societal benefits through space exploitation. The development of space infrastructure enables a wider range of economic activities. Regarding economic sustainability and national security, the possession of the launch site within national territory is of utmost importance. This paper presents a methodology for selecting launch sites based on linguistic term evaluation using a Discrete Single-Valued Neutrosophic Number (DSVNN) representation. The existence of support makes the DSVNN interpretable, which is not possible in the case of Single-Valued Neutrosophic Number (SVNN) with only specific values of truth, indeterminacy, and falsity degrees. An ensemble of five widely well-known MCDM methods, namely TOPSIS, CODAS, COPRAS, EDAS, and MOORA, are used in the decision-making process. The whole procedure is then applied to the launch site selection in Thailand. All MCDM methods result in the same top priority location, U-Tapao Rayong–Pattaya International Airport, Chonburi. The weight sensitivity analysis and the method cross-validation are applied to test the robustness of the result.

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Publication Details

Journal
Aerospace
Published
2026-07-16
DOI
https://doi.org/10.3390/aerospace13070647
Primary Topic
Multi-Criteria Decision Making
Type
article
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article

Selection of Launch Sites: An Ensemble of MCDM Methods with Discrete Single-Valued Neutrosophic Number Evaluation

Napat Harnpornchai, Tatcha Sudtasan
Aerospace
Multi-Criteria Decision Making
article

Selection of Launch Sites: An Ensemble of MCDM Methods with Discrete Single-Valued Neutrosophic Number Evaluation

Napat Harnpornchai, Tatcha Sudtasan
article en

Abstract

Space economy involves all activities and resource allocations that generate additional economic and societal benefits through space exploitation. The development of space infrastructure enables a wider range of economic activities. Regarding economic sustainability and national security, the possession of the launch site within national territory is of utmost importance. This paper presents a methodology for selecting launch sites based on linguistic term evaluation using a Discrete Single-Valued Neutrosophic Number (DSVNN) representation. The existence of support makes the DSVNN interpretable, which is not possible in the case of Single-Valued Neutrosophic Number (SVNN) with only specific values of truth, indeterminacy, and falsity degrees. An ensemble of five widely well-known MCDM methods, namely TOPSIS, CODAS, COPRAS, EDAS, and MOORA, are used in the decision-making process. The whole procedure is then applied to the launch site selection in Thailand. All MCDM methods result in the same top priority location, U-Tapao Rayong–Pattaya International Airport, Chonburi. The weight sensitivity analysis and the method cross-validation are applied to test the robustness of the result.

AerospaceVol. 13(7)
Chiang Mai University (TH)
Industry, innovation and infrastructure
Openalex Percentile: Top 5%
Multi-Criteria Decision Making
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