{"title":"利用机器学习方法预测升压DC-DC变换器的输出","authors":"Mirjana Kocaleva Vitanova, Z. Zlatev, N. Hinov","doi":"10.1109/HiTech56937.2022.10145519","DOIUrl":null,"url":null,"abstract":"A boost DC to DC converter is a converter with an output voltage greater than the input voltage. A boost converter is also known as a step-up converter since it “steps up” the input voltage. The paper shows the connection between boost DC-DC transistor converters and machine learning approaches. From machine learning approaches we used classification i.e., decision trees techniques. In the paper we define the boost converter and gave its equation. Then the database was described and the way we used WEKA for output prediction. At the end we discussed the obtained results.","PeriodicalId":303925,"journal":{"name":"2022 V International Conference on High Technology for Sustainable Development (HiTech)","volume":"94 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"The Output Prediction of a Boost DC-DC Converter Using Machine Learning Approaches\",\"authors\":\"Mirjana Kocaleva Vitanova, Z. Zlatev, N. Hinov\",\"doi\":\"10.1109/HiTech56937.2022.10145519\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A boost DC to DC converter is a converter with an output voltage greater than the input voltage. A boost converter is also known as a step-up converter since it “steps up” the input voltage. The paper shows the connection between boost DC-DC transistor converters and machine learning approaches. From machine learning approaches we used classification i.e., decision trees techniques. In the paper we define the boost converter and gave its equation. Then the database was described and the way we used WEKA for output prediction. At the end we discussed the obtained results.\",\"PeriodicalId\":303925,\"journal\":{\"name\":\"2022 V International Conference on High Technology for Sustainable Development (HiTech)\",\"volume\":\"94 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 V International Conference on High Technology for Sustainable Development (HiTech)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/HiTech56937.2022.10145519\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 V International Conference on High Technology for Sustainable Development (HiTech)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HiTech56937.2022.10145519","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The Output Prediction of a Boost DC-DC Converter Using Machine Learning Approaches
A boost DC to DC converter is a converter with an output voltage greater than the input voltage. A boost converter is also known as a step-up converter since it “steps up” the input voltage. The paper shows the connection between boost DC-DC transistor converters and machine learning approaches. From machine learning approaches we used classification i.e., decision trees techniques. In the paper we define the boost converter and gave its equation. Then the database was described and the way we used WEKA for output prediction. At the end we discussed the obtained results.