ArticleScientific reports2025
A robust decision framework for vertical farming using integrated objective weighting and distance driven ranking approach.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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1 citing paper in PubMed.
- A soft computing TOPSIS framework with fractional orthopair fuzzy sine aggregation for robust model evaluation in data science.Scientific reports · 2026Article
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8 authors.
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Abstract
Vertical Farming Techniques cultivates plants without soil, leading to greater productivity and profit. This unconventional farming technique requires minimal resources while producing high-quality yields. This study offers a comprehensive analysis of these methods, including hydroponics, aquaponics, aeroponics and fogponics. The quantification of uncertainty and ambiguity is done by employing the q-rung picture fuzzy set. This study introduces a novel hybrid Logarithmic percentage change-driven objective weighting- Multi-attributive border approximation area comparison framework, which provides objective analysis based on the distance measures. This study has concluded that the production yield plays a vital role in the selection of the optimal technology. The final results conclude that aquaponics is the ideal vertical farming method, which is followed by aeroponics, fogponics and hydroponics. The results of the proposed framework are validated and the reliability of the methodology is established by conducting a comparison analysis. Furthermore, Spearman's rank correlation has been conducted for better understanding of the results of the comparison analysis. Finally, sensitivity analysis is performed to establish the model's accuracy.
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