Fuzzy Clustering With Derivative–Free Search Algorithm for Location of Biogas Energy Systems

Author:

Kiliçkaya Gökçe1,Küçükdeniz Tarik1ORCID,Esnaf Şakir2ORCID

Affiliation:

1. Istanbul University-Cerrahpaşa, Turkey

2. Istanbul University-Cerrahpasa, Turkey

Abstract

In the past decades, new models and algorithms have been developed for solving various types of facility location problems using different versions of the fuzzy c-means algorithm and its hybrid combinations. On the other hand, the need for renewable energy sources has become even more important than ever due to the increasing population, environmental pollution, and climate change. In this study, we proposed two revised weighted fuzzy c-means clustering-based hybrid algorithms for solving real-life biogas facility location problem. The first algorithm is Nelder-Mead simplex algorithm, and the second is center-of-gravity approach. Problem is solved as multi-facility Weber problem, and results have been analyzed.

Publisher

IGI Global

Subject

Information Systems and Management,Computational Theory and Mathematics,Computer Networks and Communications,Computer Science Applications,Information Systems,Management Information Systems

Reference39 articles.

1. Balasko, B., Abony, J., & Feil, B. (2005). Fuzzy clustering and data analysis toolbox. Academic Press.

2. Carbon Emission Based Optimization Approach for the Facility Location Problem;S.Büyüksaatçi;The Online Journal of Science and Technology,2014

3. Optimal location of biogas and biomass generation plants

4. Decision support for optimal location of local heat source for small district heating system on the example of biogas plant

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