eShocan presents 3 technical papers — covering Euro NCAP ADAS Co-Simulation, LLM-powered Simulation Automation, and PINN-LSTM Battery Intelligence. Speaker: Dr. Jaywant Mahajan.
AI-driven multiphysics simulation and intelligent validation for automotive safety, ADAS, and battery health using LLMs, RAG, and physics-informed learning.
This paper introduces a full-vehicle multiphysics ADAS co-simulation framework built around Euro NCAP active safety protocols. The methodology integrates vehicle dynamics with real-time 3D animation to validate ADAS performance under standardised crash-avoidance scenarios. The approach bridges high-fidelity simulation with regulatory-grade protocol compliance, providing a reproducible digital testing environment for modern active safety systems.
This session presents an intelligent automation framework that uses Large Language Models (LLMs) to orchestrate multiphysics simulation workflows. The system connects safety analysis (FMEA/FTA) with fault-injection simulation pipelines, enabling autonomous generation, execution and reporting of simulation studies across ADAS, battery and structural domains — dramatically reducing manual engineering overhead.
A hybrid PINN-LSTM architecture for real-time battery state estimation and electric powertrain optimisation. The framework combines physics-informed neural networks (PINNs) with long-short-term memory (LSTM) recurrent layers to deliver accurate, computationally efficient predictions of battery state-of-charge, state-of-health and temperature — enabling smarter BMS decisions under variable load profiles.
Our lead author and simulation architects will be available on-site across all three days of the NAFEMS Multiphysics Conference in Detroit. Whether you want to review your simulation automation pipeline, evaluate Euro NCAP ADAS co-simulation, explore battery intelligence, or discuss your technical programs — reserve dedicated time to meet directly.
Reserve a dedicated 1-on-1 technical session with our team.
Explore our other technical presentations, workshops, and conference appearances across simulation, SPDM, and automotive engineering.
eShocan presents AI-Enabled SPDM in CAE at the NAFEMS SPDM & AI/ML Conference in Munich (27–28 Oct 2026). Speakers: Dr. Tayeb Zeguer & Mayur Bachhav. Session 8A, Raum A — 28 Oct @ 16:30 CEST.
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Dr. Jaywant Mahajan presents Full-Vehicle ADAS Co-Simulation for Euro NCAP Active Safety Protocol Validation at NAFEMS India Conference 2026 — Bengaluru, Track A on 17 Nov at 3:25 PM IST.
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