Systems Laboratory, SPIIRAS (2008); Associate Professor in International Laboratory on Intelligent Technologies for Socio- Cyber-Physical Systems, ITMO University (2014). Member: Associate Editor in International Journal of Embedded and Real-Time Communication Systems (IJERTCS), IGI Global. Advisory board member in Association of Open Innovations FRUCT. Editor in the following jounals: Sensors, Computers, MTI, Technologies, MDPI IEEE IoT Journal Technical program committee member in international conferences: on Internet of Things and Smart Spaces (ruSMART). on Advances in Future Internet (AFIN). Communications, Computation, Networks and Technologies (INNOV). on Autonomic and Autonomous Systems (ICAS). Communication Theory, Reliability, and Quality of Service (CTRQ). Advances in Signal Processing and Artificial Intelligence (ASPAI).
High Pulse Rate Aggressive driving Calculated Parameters for single frame Offline Detected Dangerous States Stress Condition Drunk Driving Effects Traffic Accident Interference to Other Drivers Road Damage Non-eco-Friendly Driving Online Detected Dangerous States Raw data Calculated Visual Cues Camera Frame Location Audio Fragment Acceleration (Accelerometer) Light Level Angle (Gyroscope) Speed PERCLOS Head Yaw Angle Head Pitch Angle Mouth Openness Direction (Magnetometer) Yawning Eyes Openness Head Movements Vehicle Maneuvers Vehicle Position Lighting Conditions Forehead Color Speech Rate Speech Loudness Seat Belt
Manager Update threshold model Recommendation Smartphone Driver view Data Multi-layer perceptron classifier Drowsiness Distraction Training Training Data preprocessing Feature selection Model training drowsiness distraction Cloud computation Drowsiness and distraction based on thresholds Information Aggressive Driving
Line of sight/ Movement direction Yaw calibration angle Line of sight/ Movement direction Pitch calibration angle Accuracy 3 degree: Time, sec 0 200 400 600 800 70%: in less than 50 sec 90%: in ~3 min 99%: in ~10 min
y Adaptive threshold for aggressive driving Acceleration on x axis Acceleration on y axis “Safe” maneuvers “Aggressive” maneuvers Driver’s acceleration history Learning a classifier: - Сar model (engine power etc.). - Individual driver’s style. Too sensitive threshold for a particular driver Too coarse threshold for a particular driver ML