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Article

A Hybrid Interval Type-2 Fuzzy AHP (IT2F-AHP)–VIKOR–TOPSIS Framework for Environmental Performance Assessment of Helicopter Engines

1
Biometry Genetics Unit, Department of Animal Science, Agricultural Faculty, Igdir University, 76000 Igdir, Türkiye
2
Copernicus Institute of Sustainable Development, Utrecht University, Princetonlaan 8A, 3584 CB Utrecht, The Netherlands
3
Municipality of Dronten, De Rede, 1, 8251 ER Dronten, The Netherlands
4
Park and Garden Plants Department, Vocational School of Technical Sciences, Dicle University, 21280 Diyarbakır, Türkiye
5
Department of Computer Science and Media Technology, Malmö University, 205 06 Malmö, Sweden
6
Sustainable Digitalisation Research Centre, Malmö University, 205 06 Malmö, Sweden
7
Biofilms Research Center for Biointerfaces (BRCB), Malmö University, 205 06 Malmö, Sweden
8
Department of Computer Engineering, Bitlis Eren University, 13100 Bitlis, Türkiye
*
Author to whom correspondence should be addressed.
Appl. Sci. 2026, 16(10), 4930; https://doi.org/10.3390/app16104930
Submission received: 10 April 2026 / Revised: 4 May 2026 / Accepted: 12 May 2026 / Published: 15 May 2026
(This article belongs to the Special Issue Advancements in Fuel Systems for Combustion Engine Development)

Abstract

This study evaluates the environmental performance of 34 single-engine light utility helicopters across five operational phases: ground idle departure, ground idle arrival, takeoff, approach, and landing-takeoff (LTO). A hybrid multi-criteria decision-making (MCDM) framework integrating interval type-2 fuzzy sets with the Analytic Hierarchy Process (AHP), VIKOR, and TOPSIS was applied to ensure robust and reliable assessment. Six criteria: shaft horsepower (SHP), fuel flow, hydrocarbon (HC), carbon monoxide (CO), particulate matter (PM), and nitrogen oxides (NOx) were considered to capture both engine performance and environmental impact, with relative importance determined through AHP. VIKOR generated a compromise ranking, while TOPSIS validated the results. The analysis revealed that the HUGHES 500 (DDA250-C18, A34), HUGHES 501 (DDA250-C20B, A29), and BELL 206B-1 (DDA250-C20, A32) engines achieved the best environmental performance due to low fuel consumption and reduced emissions across NOx, PM, HC, and CO. In contrast, engines such as K-1200 (T53 17A-1, A1) and BELL UH-1H (T53 L13, A2) performed the poorest, with high fuel flow and elevated emissions. Sensitivity analysis showed minimal changes in rankings when the NOx weight was varied, confirming the robustness of the framework. These results highlight that emissions and fuel efficiency are more critical than engine power in determining environmental sustainability.
Keywords: multi-criteria decision-making; interval type-2 fuzzy AHP (IT2F-AHP); fuzzy VIKOR; fuzzy TOPSIS; fuzzy logic; helicopter engine selection; Environmental Impact Assessment; emission analysis; sustainability; Aircraft Systems Introduction multi-criteria decision-making; interval type-2 fuzzy AHP (IT2F-AHP); fuzzy VIKOR; fuzzy TOPSIS; fuzzy logic; helicopter engine selection; Environmental Impact Assessment; emission analysis; sustainability; Aircraft Systems Introduction

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MDPI and ACS Style

Şahin, F.; Şahin, G.; Koç, A.; Akin, E. A Hybrid Interval Type-2 Fuzzy AHP (IT2F-AHP)–VIKOR–TOPSIS Framework for Environmental Performance Assessment of Helicopter Engines. Appl. Sci. 2026, 16, 4930. https://doi.org/10.3390/app16104930

AMA Style

Şahin F, Şahin G, Koç A, Akin E. A Hybrid Interval Type-2 Fuzzy AHP (IT2F-AHP)–VIKOR–TOPSIS Framework for Environmental Performance Assessment of Helicopter Engines. Applied Sciences. 2026; 16(10):4930. https://doi.org/10.3390/app16104930

Chicago/Turabian Style

Şahin, Fatma, Gökhan Şahin, Ahmet Koç, and Erdal Akin. 2026. "A Hybrid Interval Type-2 Fuzzy AHP (IT2F-AHP)–VIKOR–TOPSIS Framework for Environmental Performance Assessment of Helicopter Engines" Applied Sciences 16, no. 10: 4930. https://doi.org/10.3390/app16104930

APA Style

Şahin, F., Şahin, G., Koç, A., & Akin, E. (2026). A Hybrid Interval Type-2 Fuzzy AHP (IT2F-AHP)–VIKOR–TOPSIS Framework for Environmental Performance Assessment of Helicopter Engines. Applied Sciences, 16(10), 4930. https://doi.org/10.3390/app16104930

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