Electrified systems
High-voltage power distribution, battery systems, inverters, range estimation, and battery conditioning.
SYSTEMS ENGINEER · NOVI, MICHIGAN
Connecting hardware,
software & intelligence.
From high-voltage energy systems to applied AI, I bring a systems perspective to complex engineering challenges.

I work where disciplines meet: electrical systems, software, controls, and the people bringing them together.
I’m an INCOSE Certified Systems Engineering Professional and TÜV SÜD Functional Safety Engineer with eight years of automotive mechatronics experience across Germany and the United States.
Currently, I own energy systems functions at Scout Motors as a contractor, connecting requirements, architecture, simulation, and validation from concept to launch. Alongside my automotive work, I build tools that apply AI to engineering problems.
High-voltage power distribution, battery systems, inverters, range estimation, and battery conditioning.
Requirements, MBSE, ISO 26262 safety concepts, and validation across the full automotive V-cycle.
LLM-powered engineering tools, causal modeling, cloud infrastructure, and embedded machine learning.
A selection of personal projects,
research, and automotive innovation.
An LLM pipeline that converts specification PDFs into structured, schema-validated requirements, with defensive parsing and repair for noisy supplier documents.
A system that extracts causal relationships from technical documents, stores them in a graph database, and simulates an interactive Fuzzy Cognitive Map for risk and system-behavior analysis.
Sole inventor of a driver-assistance system that evaluates driver behavior through a smartphone connected to a vehicle control unit. U.S. patent granted in February 2026.
From vehicle dynamics and embedded software to ownership of complex energy systems.
Read the full CVFeature / Function Owner — Energy Systems
Contractor · Novi, Michigan
End-to-end ownership of HV power distribution, range estimation, driving statistics, and battery conditioning, from requirements through validation and launch.
IoT Machine Learning Engineer
Part-time · Remote
AWS cloud and edge infrastructure, Python ML solutions, and deployment of the SIMKit software stack across Linux-based NVIDIA Jetson devices.
Senior Systems Engineer
Previously Systems Engineer & ADAS Software Engineer · Auburn Hills, Michigan
HV battery and inverter requirements, safety concepts, system architecture, FMEA, and validation planning. Earlier work in MBSE coaching and embedded ADAS software.
Project Engineer
Aachen, Germany
Automotive control requirements, SysML architecture, ASPICE and AUTOSAR software design, and MATLAB/Simulink plant models for real-time simulation.
Eindhoven University of Technology
Dynamics & ControlTrine University
Cloud computing, data science & systemsSharif University of Technology
M. Berijanian, K. Singh & A. Sehati · Proceedings of the 18th International Conference on Agents and Artificial Intelligence, Vol. 1, pp. 193–200.
System Modeling workshop co-host, Apple Manufacturing Academy 2026
INCOSE Michigan Systems Engineering Study Group cohort moderator 2023