Aditi Karande

ADAS

Title: AI Supported, Radar Based Driver vital sign Monitoring. Key tasks: • Design of a capable Neural Network architecture for the computation of Heart and Breathing Rate. • Statistical analysis of the vital data output according to the developed Neural Network architecture. • Determine if Biometric-Identification is possible using a neural network model.

Title: Vital Sign Monitoring Based on Radar and Artificial Intelligence. Key tasks: • Statistical analysis of accuracy and precision of the vital data output in comparison to the ground truth data as determined by the medical grade pulse oximeter. • Literature review of the machine learning model for time series forecasting instead of traditional signal processing.

Title: Vital Sign Monitoring Based on Radar. Key tasks: • Literature review and introduction to the state of the art according to good scientific practice for achieving a master’s degree. • Implementation of software modules in Python that enables access to the preprocessed pulse and breathing data according to the Texas Instrumentation reference implementation. • Using FFT, frequency, and time-domain filtering.

• Investigation of approaches for estimating the ego motion vector of radar sensors in the programming language PYTHON. • Model the radial velocity of radar targets as a function of the ego motion vector and the target positions. • Implementation and validation of an algorithm based on methods like least squares and principal component analysis (PCA) with the RANSAC (random sample consensus) algorithm. • Initiate investigation of an algorithm based on linear regression of temporal target observations.

Role: to solve business problems using design technics, analysis and IT. Key Tasks: -Solving technical queries, Configure new user accounts, User and group management -Perform L1 monitoring regarding hardware status of servers based on window/red hat platform - Handling server updates and performance optimization.

Sensor technology, Automotive electronics, IoT, Digital signal processing, Design of experiments, Micro-optics, Mathematical data analysis, Computer based measurement technology.

Embedded systems, Digital signal processing, Signal and systems, Object-oriented programming, c, c++, java, RTOS