{"title":"Optimisation of biodiesel production from <i>Chlorella protothecoides</i> microalgal oil using combined ANN-GA software","authors":"Mukesh Kumar, M.P. Sharma","doi":"10.1504/ijogct.2023.132500","DOIUrl":"https://doi.org/10.1504/ijogct.2023.132500","url":null,"abstract":"Chlorella protothecoides microalgae are chosen for the present study because of having faster growth rate, high oil content, and high biomass productivity. Response surface methodology (RSM), as well as combined artificial neural network (ANN) with genetic algorithm (GA), are employed for the modelling of the reaction parameters and biodiesel yields. The input parameters were reaction time (40-120 min), temperature (45-65°C), methanol to oil molar ratio (6-10:1) (vol/vol), catalyst concentration (0.4-1.5 w/v), and biodiesel yield. An ANN model is developed, trained, and tested using experimental data from the combined RSM-based Box-Behnken design (BBD) technique. The optimised conditions the combined ANN-GA technique predicted were reaction time 105.6 min, reaction temperature 65°C, methanol to oil molar ratio 7.41:1 (vol. /vol.), and catalyst concentration 1.024 (w/v). Based on the results, combined ANN-GA techniques are recommended to be a quick and reliable approach for predicting reaction parameters for biodiesel production. [Received: February 23, 2022; Accepted: March 14, 2023]","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135733518","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Research on the Key Index Parameters of Natural Gas Long Distance Pipeline Production","authors":"为 顾","doi":"10.12677/jogt.2023.453036","DOIUrl":"https://doi.org/10.12677/jogt.2023.453036","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135494871","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Discussion on Rock Jacking of Large Diameter Long Distance Pipeline in Karst Areas","authors":"广岳 叶","doi":"10.12677/jogt.2023.452025","DOIUrl":"https://doi.org/10.12677/jogt.2023.452025","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"199 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74515768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Research and Application of Key Construction Techniques for Mountain Directional Drilling of Oil and Gas Pipelines in High Altitude Area","authors":"富强 王","doi":"10.12677/jogt.2023.452022","DOIUrl":"https://doi.org/10.12677/jogt.2023.452022","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"73 6","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72424227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Experimental Study on Solid Particle Plugging System in Fractured Reservoir","authors":"小波 卢","doi":"10.12677/jogt.2023.451006","DOIUrl":"https://doi.org/10.12677/jogt.2023.451006","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"44 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88417054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Optimisation of biodiesel production from Chlorella protothecoides microalgal oil using combined ANN-GA software","authors":"M. P. Sharma, Mukesh Kumar","doi":"10.1504/ijogct.2023.10056543","DOIUrl":"https://doi.org/10.1504/ijogct.2023.10056543","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"1 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66798072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Thermal-hydraulic-mechanical coupling effects on CBM extraction from heat-injected coal seams in basis of numerical simulation and experimental study","authors":"Jie Wang, Tao Chen, Jun Wang, Dong Zhao","doi":"10.1504/ijogct.2023.10057279","DOIUrl":"https://doi.org/10.1504/ijogct.2023.10057279","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"169 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66798199","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Exploration on the Construction Route Plan-ning and Application of Surveying Procedures in High Difficulty Mountainous Areas","authors":"宇 陈","doi":"10.12677/jogt.2023.453031","DOIUrl":"https://doi.org/10.12677/jogt.2023.453031","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135401472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
P. Venkateswarlu Reddy, T. Ramathulasi, P. C. Prabhu Kumar
{"title":"Feasible fuel (petrol/diesel) price monitoring technology in India without affecting government profit","authors":"P. Venkateswarlu Reddy, T. Ramathulasi, P. C. Prabhu Kumar","doi":"10.1504/ijogct.2023.10059584","DOIUrl":"https://doi.org/10.1504/ijogct.2023.10059584","url":null,"abstract":"","PeriodicalId":14176,"journal":{"name":"International Journal of Oil, Gas and Coal Technology","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135956262","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}