Modeling and optimization of process parameters in co-composting of tea waste and food waste: Radial basis function neural networks and genetic algorithm
In this study, the effects of co-composting of food waste (FW) and tea waste (TW) on the losses of total nitrogen (TN), total organic carbon (TOC), and moisture content (MC) were investigated. TW and FW were composted separately and compared with the co-composting of FW and TW at different ratios. While the MC losses were close to each other in all processes, the lowest TN and TOC losses were found in the composting process con-taining 25% TW as 26.80% and 40.11%, respectively. Moreover, Radial Basis Function Neural Networks (RBFNNs) were used to predict the losses of TN, TOC, and MC. The outputs of RBFNN were compared with Response Surface Methodology (RSM), Support Vector Regression (SVR), and Feed Forward Neural Network (FF-NN). In addition, the optimal parameter values were determined by Genetic algorithm (GA). As a result, it will be possible to simulate and improve different co-composting processes with obtained data.
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Madhya Pradesh Pollut Control Board, Reg Off, Jabalpur, IndiaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
Bundela, Pushpendra Singh
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Wong, Jonathan W. C.
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Hong Kong Baptist Univ, Dept Biol, Sinoforest Appl Res Ctr Pearl River Delta Environ, Kowloon Tong, Hong Kong, Peoples R ChinaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
Wong, Jonathan W. C.
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Li, Ronghua
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Minist Agr, Key Lab Plant Nutr & Agrienvironm Northwest China, Yangling 712100, Peoples R ChinaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
Li, Ronghua
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Zhang, Zengqiang
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Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R ChinaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
机构:
Univ Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
Cesaro, Alessandra
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Conte, Anna
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Univ Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
Conte, Anna
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Belgiorno, Vincenzo
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Siciliano, Antonietta
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机构:
Federico II Naples Univ, Dept Struct & Funct Biol, Ecotoxicol Res Lab, I-80126 Naples, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
Siciliano, Antonietta
;
Guida, Marco
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Federico II Naples Univ, Dept Struct & Funct Biol, Ecotoxicol Res Lab, I-80126 Naples, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
机构:
Madhya Pradesh Pollut Control Board, Reg Off, Jabalpur, IndiaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
Bundela, Pushpendra Singh
;
Wong, Jonathan W. C.
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h-index: 0
机构:
Hong Kong Baptist Univ, Dept Biol, Sinoforest Appl Res Ctr Pearl River Delta Environ, Kowloon Tong, Hong Kong, Peoples R ChinaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
Wong, Jonathan W. C.
;
Li, Ronghua
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h-index: 0
机构:
Minist Agr, Key Lab Plant Nutr & Agrienvironm Northwest China, Yangling 712100, Peoples R ChinaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
Li, Ronghua
;
Zhang, Zengqiang
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h-index: 0
机构:
Northwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R ChinaNorthwest A&F Univ, Coll Nat Resources & Environm, Yangling 712100, Shaanxi Provinc, Peoples R China
机构:
Univ Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
Cesaro, Alessandra
;
Conte, Anna
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h-index: 0
机构:
Univ Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
Conte, Anna
;
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Belgiorno, Vincenzo
;
Siciliano, Antonietta
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h-index: 0
机构:
Federico II Naples Univ, Dept Struct & Funct Biol, Ecotoxicol Res Lab, I-80126 Naples, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy
Siciliano, Antonietta
;
Guida, Marco
论文数: 0引用数: 0
h-index: 0
机构:
Federico II Naples Univ, Dept Struct & Funct Biol, Ecotoxicol Res Lab, I-80126 Naples, ItalyUniv Salerno, SEED, Dept Civil Engn, Via Giovanni Paolo 2, I-84084 Fisciano, SA, Italy