A new hybrid approach in selection of optimum establishment location of the biogas energy production plant
| dc.contributor.author | Ceylan, AB | |
| dc.contributor.author | Aydin, L | |
| dc.contributor.author | Nil, M | |
| dc.contributor.author | Mamur, H | |
| dc.contributor.author | Polatoglu, I | |
| dc.contributor.author | Sözen, H | |
| dc.date.accessioned | 2024-07-18T11:51:11Z | |
| dc.date.available | 2024-07-18T11:51:11Z | |
| dc.description.abstract | In this study, a new hybrid modeling optimization approach is presented for choosing the best installation location of a biogas power plant. This approach was evaluated in a case study for Manisa province in Turkey. First, the animal waste potential in Manisa was determined. By examining the biogas potential in Manisa, the mathematical model of the process is identified with the neuro-regression approach. Comparisons were made with the traditional and hybrid models, and it was seen that the values of the hybrid model based on the introduced approach were at more acceptable levels. Depending on this model, the most appropriate district where the power plant can be installed was calculated by considering the potentials in the environment. The single-objective and multi-objective approaches were considered to acquire the optimum design for the system. The modified versions of the optimization methods differential evolution (MDE), Nelder-Mead (MNM), simulated annealing (MSA), and random search (MRS) algorithms were used to solve problems. Thanks to the calculations and optimizations, it was concluded that it would be more appropriate to establish a biogas plant around Golmarmara, Salihli, and Ahmetli triangle in Manisa. It was determined that when this installation takes place, 68 GWh of electrical energy can be produced annually. This study is a pioneering study for the installation locations of bioenergy power plants in terms of the methods and approaches. | |
| dc.identifier.issn | 2190-6815 | |
| dc.identifier.other | 2190-6823 | |
| dc.identifier.uri | http://akademikarsiv.cbu.edu.tr:4000/handle/123456789/4669 | |
| dc.language.iso | English | |
| dc.publisher | SPRINGER HEIDELBERG | |
| dc.subject | PARAMETER-ESTIMATION | |
| dc.subject | OPTIMIZATION | |
| dc.subject | MANURE | |
| dc.subject | ALGORITHM | |
| dc.subject | BIOMASS | |
| dc.subject | POTENTIALS | |
| dc.subject | MODEL | |
| dc.subject | FUEL | |
| dc.title | A new hybrid approach in selection of optimum establishment location of the biogas energy production plant | |
| dc.type | Article |