Yasmin Makki Mohialden, N. M. Hussien, Walaa A Abd Al-Rada
{"title":"使用 Apriori 算法自动平衡化学方程式","authors":"Yasmin Makki Mohialden, N. M. Hussien, Walaa A Abd Al-Rada","doi":"10.37899/journallamultiapp.v4i3.852","DOIUrl":null,"url":null,"abstract":"Chemical equations must be balanced to maintain mass conservation. Traditional chemists employed manual processes with meticulous investigation and trial-and-error iterations. Automating and enhancing this difficult process is becoming more popular as machine learning (ML) progresses. We provide a novel Apriori algorithm-based chemical equation balancing method in this paper. Our solution uses the Apriori algorithm to find common itemsets of balanced reactions and translates unbalanced equations into machine-readable language. After that, it reconstructs balanced equations, automating a tedious task.","PeriodicalId":272596,"journal":{"name":"Journal La Multiapp","volume":"70 s314","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Automated Chemical Equation Balancing Using the Apriori Algorithm\",\"authors\":\"Yasmin Makki Mohialden, N. M. Hussien, Walaa A Abd Al-Rada\",\"doi\":\"10.37899/journallamultiapp.v4i3.852\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Chemical equations must be balanced to maintain mass conservation. Traditional chemists employed manual processes with meticulous investigation and trial-and-error iterations. Automating and enhancing this difficult process is becoming more popular as machine learning (ML) progresses. We provide a novel Apriori algorithm-based chemical equation balancing method in this paper. Our solution uses the Apriori algorithm to find common itemsets of balanced reactions and translates unbalanced equations into machine-readable language. After that, it reconstructs balanced equations, automating a tedious task.\",\"PeriodicalId\":272596,\"journal\":{\"name\":\"Journal La Multiapp\",\"volume\":\"70 s314\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-12-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal La Multiapp\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.37899/journallamultiapp.v4i3.852\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal La Multiapp","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.37899/journallamultiapp.v4i3.852","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Automated Chemical Equation Balancing Using the Apriori Algorithm
Chemical equations must be balanced to maintain mass conservation. Traditional chemists employed manual processes with meticulous investigation and trial-and-error iterations. Automating and enhancing this difficult process is becoming more popular as machine learning (ML) progresses. We provide a novel Apriori algorithm-based chemical equation balancing method in this paper. Our solution uses the Apriori algorithm to find common itemsets of balanced reactions and translates unbalanced equations into machine-readable language. After that, it reconstructs balanced equations, automating a tedious task.