{"id":"https://openalex.org/W3190794530","doi":"https://doi.org/10.51201/jusst/21/07334","title":"Optimization and Prediction of Daily Methane Production for Food Waste By using The Artificial Neural Network (ANN)","display_name":"Optimization and Prediction of Daily Methane Production for Food Waste By using The Artificial Neural Network (ANN)","publication_year":2021,"publication_date":"2021-08-01","ids":{"openalex":"https://openalex.org/W3190794530","doi":"https://doi.org/10.51201/jusst/21/07334","mag":"3190794530"},"language":"en","primary_location":{"id":"doi:10.51201/jusst/21/07334","doi":"https://doi.org/10.51201/jusst/21/07334","is_oa":true,"landing_page_url":"https://doi.org/10.51201/jusst/21/07334","pdf_url":"https://jusst.org/wp-content/uploads/2021/07/Optimization-and-Prediction-of-Daily-Methane-Production-for-Food-Waste-.pdf","source":{"id":"https://openalex.org/S4210209281","display_name":"Journal of University of Shanghai for Science and Technology","issn_l":"1007-6735","issn":["1007-6735"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of University of Shanghai for Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jusst.org/wp-content/uploads/2021/07/Optimization-and-Prediction-of-Daily-Methane-Production-for-Food-Waste-.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031421044","display_name":"Fareed A.Radhi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210115078","display_name":"Middle Technical University","ror":"https://ror.org/02fvkg758","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210115078"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Fareed A.Radhi","raw_affiliation_strings":["Middle Technical University Engineering Technical College-Baghdad, Baghdad Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Middle Technical University Engineering Technical College-Baghdad, Baghdad Iraq","institution_ids":["https://openalex.org/I4210115078"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009549019","display_name":"Fawziea M. Hussien","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210115078","display_name":"Middle Technical University","ror":"https://ror.org/02fvkg758","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210115078"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Fawziea M. Hussien","raw_affiliation_strings":["Middle Technical University Engineering Technical College-Baghdad, Baghdad Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Middle Technical University Engineering Technical College-Baghdad, Baghdad Iraq","institution_ids":["https://openalex.org/I4210115078"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027037230","display_name":"Johain Jawdat Faraj","orcid":"https://orcid.org/0000-0003-3132-9653","observed_orcids":["https://orcid.org/0000-0003-3132-9653"]},"institutions":[{"id":"https://openalex.org/I4210115078","display_name":"Middle Technical University","ror":"https://ror.org/02fvkg758","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210115078"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Johain J. Faraj","raw_affiliation_strings":["Middle Technical University Engineering Technical College-Baghdad, Baghdad Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Middle Technical University Engineering Technical College-Baghdad, Baghdad Iraq","institution_ids":["https://openalex.org/I4210115078"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5027037230"],"corresponding_institution_ids":["https://openalex.org/I4210115078"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"23","issue":"07","first_page":"1365","last_page":"1376"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10284","display_name":"Anaerobic Digestion and Biogas Production","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10284","display_name":"Anaerobic Digestion and Biogas Production","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11952","display_name":"Landfill Environmental Impact Studies","score":0.01140000019222498,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Waste Management and Disposal"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.004900000058114529,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/methane-production-prediction","display_name":"methane production prediction","score":0.7409999966621399},{"id":"https://openalex.org/keywords/food-waste","display_name":"food waste","score":0.9259999990463257},{"id":"https://openalex.org/keywords/anaerobic-digestion","display_name":"anaerobic digestion","score":0.9020000100135803},{"id":"https://openalex.org/keywords/biogas-production","display_name":"biogas production","score":0.8240000009536743},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8140000104904175},{"id":"https://openalex.org/keywords/temperature-effects","display_name":"temperature effects","score":0.4429999887943268},{"id":"https://openalex.org/keywords/feedstock-composition","display_name":"feedstock composition","score":0.5320000052452087},{"id":"https://openalex.org/keywords/in-line-process-control","display_name":"in-line process control","score":0.5410000085830688}],"concepts":[{"id":"https://openalex.org/C516920438","wikidata":"https://www.wikidata.org/wiki/Q37129","display_name":"Methane","level":2,"score":0.8381425142288208},{"id":"https://openalex.org/C75212476","wikidata":"https://www.wikidata.org/wiki/Q171076","display_name":"Biogas","level":2,"score":0.7354785799980164},{"id":"https://openalex.org/C206139338","wikidata":"https://www.wikidata.org/wiki/Q192355","display_name":"Raw material","level":2,"score":0.714820921421051},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6110964417457581},{"id":"https://openalex.org/C2777499484","wikidata":"https://www.wikidata.org/wiki/Q18919","display_name":"Food waste","level":2,"score":0.5219061970710754},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5088410973548889},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4843622148036957},{"id":"https://openalex.org/C2994333036","wikidata":"https://www.wikidata.org/wiki/Q171076","display_name":"Biogas production","level":4,"score":0.4635229706764221},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.44532081484794617},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3876511752605438},{"id":"https://openalex.org/C499616599","wikidata":"https://www.wikidata.org/wiki/Q555853","display_name":"Anaerobic digestion","level":3,"score":0.3344072997570038},{"id":"https://openalex.org/C528095902","wikidata":"https://www.wikidata.org/wiki/Q2283886","display_name":"Pulp and paper industry","level":1,"score":0.3341280221939087},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.3016187250614166},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27477002143859863},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.2258962094783783},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.19653931260108948},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1739709973335266},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08742386102676392},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.51201/jusst/21/07334","doi":"https://doi.org/10.51201/jusst/21/07334","is_oa":true,"landing_page_url":"https://doi.org/10.51201/jusst/21/07334","pdf_url":"https://jusst.org/wp-content/uploads/2021/07/Optimization-and-Prediction-of-Daily-Methane-Production-for-Food-Waste-.pdf","source":{"id":"https://openalex.org/S4210209281","display_name":"Journal of University of Shanghai for Science and Technology","issn_l":"1007-6735","issn":["1007-6735"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of University of Shanghai for Science and Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.51201/jusst/21/07334","doi":"https://doi.org/10.51201/jusst/21/07334","is_oa":true,"landing_page_url":"https://doi.org/10.51201/jusst/21/07334","pdf_url":"https://jusst.org/wp-content/uploads/2021/07/Optimization-and-Prediction-of-Daily-Methane-Production-for-Food-Waste-.pdf","source":{"id":"https://openalex.org/S4210209281","display_name":"Journal of University of Shanghai for Science and Technology","issn_l":"1007-6735","issn":["1007-6735"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of University of Shanghai for Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8485000133514404},{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5351999998092651}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3190794530.pdf","grobid_xml":"https://content.openalex.org/works/W3190794530.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2535802270","https://openalex.org/W2561743940","https://openalex.org/W2600394646","https://openalex.org/W2752532721","https://openalex.org/W2766819830","https://openalex.org/W2782450600","https://openalex.org/W2789036737","https://openalex.org/W2805254094","https://openalex.org/W2810663646","https://openalex.org/W2901312569","https://openalex.org/W2984871828","https://openalex.org/W2997578217","https://openalex.org/W3003543471","https://openalex.org/W3010616240","https://openalex.org/W3020924030","https://openalex.org/W3033234821","https://openalex.org/W3043520264","https://openalex.org/W3048143849","https://openalex.org/W3091965702","https://openalex.org/W3095278500","https://openalex.org/W3098319161","https://openalex.org/W3108776884","https://openalex.org/W4237896256"],"related_works":["https://openalex.org/W4404327343","https://openalex.org/W1987739446","https://openalex.org/W4386736419","https://openalex.org/W2801030370","https://openalex.org/W4372184555","https://openalex.org/W2888312735","https://openalex.org/W3157286379","https://openalex.org/W7128615023","https://openalex.org/W2003770836","https://openalex.org/W6926004006"],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2],"to":[3,13,34,46,102],"know":[4],"how":[5],"a":[6,22,134],"neural":[7,41],"network":[8,42],"model":[9],"can":[10],"be":[11],"used":[12],"predict":[14],"the":[15,30,47,75,85,89,95,98,104,111,123,140,169],"behaviour":[16,108],"of":[17,51,129],"particular":[18,90],"methane":[19,37,49,91,144,150],"production":[20,92,106,151],"using":[21],"three-layer":[23],"(3:12:1)":[24],"feed":[25],"forward":[26],"back-propagation":[27],"algorithm":[28],"and":[29,63,81,109,137,159,165],"logsig-purelin":[31],"transfer":[32],"function":[33],"maximize":[35],"maximum":[36,116],"prediction.":[38],"The":[39,119,127,148],"artificial":[40],"performs":[43],"admirably":[44],"compared":[45],"daily":[48,149],"generation":[50,145],"(vegetable":[52],"waste":[53],"5%,":[54],"lipids":[55],"12.5%,":[56,59],"meat":[57],"residues":[58],"cow":[60],"dung":[61],"10%":[62],"water":[64],"60%)":[65],"at":[66,154],"various":[67],"temperatures":[68,156],"(19\u201330":[69],"\u00b0C)":[70],"for":[71,115,122,143,162],"64":[72],"days.":[73],"Among":[74],"three":[76,155],"input":[77],"variables":[78],"(feedstock,":[79],"temperature,":[80],"time),":[82],"feedstock":[83],"has":[84],"strongest":[86],"correlation":[87],"with":[88],"value.":[93],"Thus,":[94],"research":[96],"validates":[97],"ANN":[99,130],"model\u2019s":[100],"ability":[101],"anticipate":[103],"biogas":[105,117],"curve\u2019s":[107],"forecast":[110],"optimal":[112],"substrate":[113],"temperature":[114,171],"production.":[118],"regression":[120],"value(R)":[121],"digester":[124],"was":[125,152,173],"0.95769.":[126],"capability":[128],"modelling":[131],"acts":[132],"as":[133],"preliminary":[135],"draft":[136],"significantly":[138],"lowers":[139],"time":[141],"required":[142],"in-line":[146],"control.":[147],"predicted":[153],"(20,":[157],"25,":[158],"30":[160,174],"oC)":[161],"75":[163],"days,":[164],"it":[166],"found":[167],"out":[168],"best":[170],"reaction":[172],"oC.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2021-08-16T00:00:00"}