A Machine Learning Approach for Driver Identification Based on CAN-BUS Sensor Data

Driver identification is a momentous field of modern decorated vehicles in the controller area network (CAN-BUS) perspective. Many conventional systems are used to identify the driver. One step ahead, most of the researchers use sensor data of CAN-BUS but there are some difficulties because of the variation of the protocol of different models of vehicle. Our aim is to identify the driver through supervised learning algorithms based on driving behavior analysis. To determine the driver, a driver verification technique is proposed that evaluate driving pattern using the measurement of CAN sensor data. In this paper on-board diagnostic (OBD-II) is used to capture the data from the CAN-BUS sensor and the sensors are listed under SAE J1979 statement. According to the service of OBD-II, drive identification is possible. However, we have gained two types of accuracy on a complete data set with 10 drivers and a partial data set with two drivers. The accuracy is good with less number of drivers compared to the higher number of drivers. We have achieved statistically significant results in terms of accuracy in contrast to the baseline algorith

Comment: DNA as Property: Implications on the Constitutionality of DNA Dragnets

Joe Smith is a maintenance worker at County Hospital. One morning he reported to work to find an array of law enforcement vehicles and personnel scattered about the premises. He proceeded to his locker to prepare for work and was confronted by a policeman. Apparently an elderly female patient was sexually assaulted late one night during the previous week. The police officer informed Joe that all male employees were required to give a blood sample to rule out their implication in the assault. Joe was apprehensive and stated that because he worked first shift, he could not possibly have been involved. The police officer told Joe that a warrant would be obtained if he resisted. Reluctantly, Joe agreed, though he did not understand how a sample of his blood could help this investigation. Was Joe required to give this blood sample, and further, should he have been afforded any constitutional protections?\u