Gaurav Singal, Anurag Goswami, S. Gupta, Tejalal Choudhary
{"title":"无坑洞:使用移动传感器检测印度道路上的坑洞","authors":"Gaurav Singal, Anurag Goswami, S. Gupta, Tejalal Choudhary","doi":"10.1109/IADCC.2018.8692120","DOIUrl":null,"url":null,"abstract":"Pot-holes on road will make transportation slower and costly. India has a big network of roads to connect the villages and cities, the authority persons cannot travel across the region for identification of holes. As per advancement in machine learning in recent time, we can use this technology for the identification and patching the pot-holes. As per the recent survey around 400millions, people have a smartphone in India. We can use smartphone sensors (such as Accelerometer and gyroscope) to identify the pot-holes on road and GPS for the location of the pit. The major task of this problem is to capture the data and annotation. We have developed an android app for capturing the value of displacement while travelling on road. We have applied different classification algorithms to sensor raw-data. SVM is the most suitable classification technique for this problem. The android app will sound an alarm when a pothole is detected.","PeriodicalId":365713,"journal":{"name":"2018 IEEE 8th International Advance Computing Conference (IACC)","volume":"96 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Pitfree: Pot-holes detection on Indian Roads using Mobile Sensors\",\"authors\":\"Gaurav Singal, Anurag Goswami, S. Gupta, Tejalal Choudhary\",\"doi\":\"10.1109/IADCC.2018.8692120\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Pot-holes on road will make transportation slower and costly. India has a big network of roads to connect the villages and cities, the authority persons cannot travel across the region for identification of holes. As per advancement in machine learning in recent time, we can use this technology for the identification and patching the pot-holes. As per the recent survey around 400millions, people have a smartphone in India. We can use smartphone sensors (such as Accelerometer and gyroscope) to identify the pot-holes on road and GPS for the location of the pit. The major task of this problem is to capture the data and annotation. We have developed an android app for capturing the value of displacement while travelling on road. We have applied different classification algorithms to sensor raw-data. SVM is the most suitable classification technique for this problem. The android app will sound an alarm when a pothole is detected.\",\"PeriodicalId\":365713,\"journal\":{\"name\":\"2018 IEEE 8th International Advance Computing Conference (IACC)\",\"volume\":\"96 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 IEEE 8th International Advance Computing Conference (IACC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IADCC.2018.8692120\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE 8th International Advance Computing Conference (IACC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IADCC.2018.8692120","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Pitfree: Pot-holes detection on Indian Roads using Mobile Sensors
Pot-holes on road will make transportation slower and costly. India has a big network of roads to connect the villages and cities, the authority persons cannot travel across the region for identification of holes. As per advancement in machine learning in recent time, we can use this technology for the identification and patching the pot-holes. As per the recent survey around 400millions, people have a smartphone in India. We can use smartphone sensors (such as Accelerometer and gyroscope) to identify the pot-holes on road and GPS for the location of the pit. The major task of this problem is to capture the data and annotation. We have developed an android app for capturing the value of displacement while travelling on road. We have applied different classification algorithms to sensor raw-data. SVM is the most suitable classification technique for this problem. The android app will sound an alarm when a pothole is detected.