2019
DOI: 10.3390/pr7120953
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Review of Anaerobic Digestion Modeling and Optimization Using Nature-Inspired Techniques

Abstract: Although it is a well-researched topic, the complexity, time for process stabilization, and economic factors related to anaerobic digestion call for simulation of the process offline with the help of computer models. Nature-inspired techniques are a recently developed branch of artificial intelligence wherein knowledge is transferred from natural systems to engineered systems. For soft computing applications, nature-inspired techniques have several advantages, including scope for parallel computing, dynamic be… Show more

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Cited by 53 publications
(25 citation statements)
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References 57 publications
(57 reference statements)
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“…Biogas, a mixture of methane and carbon dioxide, is usually directly used as an energy source for on-site combined heat and power generation. During the last years, growing attention has focused on upgrading biogas to produce bio-methane, to be used as an alternative to natural gas, in either compressed or liquefied form, for the transport sector [ 6 ]. Due to bio-methane production’s profitability, the number of anaerobic digestion plants is expected to increase in the next years.…”
Section: Introductionmentioning
confidence: 99%
“…Biogas, a mixture of methane and carbon dioxide, is usually directly used as an energy source for on-site combined heat and power generation. During the last years, growing attention has focused on upgrading biogas to produce bio-methane, to be used as an alternative to natural gas, in either compressed or liquefied form, for the transport sector [ 6 ]. Due to bio-methane production’s profitability, the number of anaerobic digestion plants is expected to increase in the next years.…”
Section: Introductionmentioning
confidence: 99%
“…An additional approach to modeling anaerobic digestion processes is represented by data-driven models, which use, for example, artificial neural networks. An evaluation of these modeling techniques is presented in [ 23 ]. The present research investigation aims at a fundamentally different data-driven model for the simulation of biogas production in a full-scale plant, which is based on the principle of time series analysis.…”
Section: Introductionmentioning
confidence: 99%
“…Biogas, the primary end-product of the anaerobic digestion process is a mixture of methane and carbon dioxide (CH 4 /CO 2 molar ratio ranges from 1.1 to about 2.5) with minor quantities of nitrogen, hydrogen sulfide, and volatile organic compounds. Biogas is usually used as fuel in combined heat and power (CHP) plants [6,7]. Emerging technologies provide a biogas upgrading system to obtain high-purity bio-methane that may be used as fuel for household cooking, lighting, heating, and the automotive sector.…”
Section: Introductionmentioning
confidence: 99%