Resource Type: Blog

Soldier overseeing military drone while data streams in the background|Mapping of predicted anode potential|Virtual sensor estimating lithium plating|Virtual sensor estimating lithium plating risk in real time

Simulating Lithium–Sulfur Batteries for UAV Missions with GT-AutoLionSulfur

As industries push for lighter and more energy-efficient solutions, lithium–sulfur (Li–S) batteries are gaining increasing attention. Their appeal is clear: they offer the potential for much higher energy per weight than conventional lithium-ion batteries while using sulfur, an abundant and low-cost material. But while the promise is real, so are the challenges. Unlike lithium-ion batteries, […]

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Electric Car EV charging station people charging in car port

Lithium Plating Detection: How Virtual Sensors Enable Smarter Fast Charging

Fast Charging Pushes Li-ion Batteries Toward a Hidden Risk Fast charging has become a defining requirement for modern electric vehicles and battery-powered systems. Users expect shorter charging times, consistent performance, and reliable operation under all conditions. For simulation, battery control, and engineering teams, this shift raises a shared challenge: predicting and managing internal battery risk […]

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GT IS BLOG|Mild hybrid system model in GT-SUITE|||New pickup trucks on assembly line

When Agents Build the Model: Accelerating Digital Twins with GT Intelligence Studio

Why Building a Digital Twin Model Still Takes Too Long Our three-part series on physics-based digital twins followed a solar-charged, battery-powered Internet of Things (IoT) monitoring device. We covered the availability and battery-health questions that matter for operating it, how GT-SUITE and GT-AutoLion capture its physics and aging behavior, and how the model runs in […]

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electric system of eco car engine Automotive part concept|Futuristic tanker transporting oil or liquefied gas on the high seas

Machine Learning-Based E-Motor Thermal Metamodeling: Replacing FE Models for Fast System-Level EV Simulation

The Challenge with E-Motor Thermal Simulation Thermal simulation of electric motors sits at the intersection of two competing demands: the need for spatial accuracy at the component level, and the speed required for system-level scenario exploration. High‑fidelity 3D Finite Element (FE) thermal models of electric machines are essential for predicting hotspot temperatures, validating cooling strategies, […]

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Futuristic tanker transporting oil or liquefied gas on the high seas

Marine System Simulation for LNG Carriers: Improving Fuel Efficiency and Reducing Emissions

The maritime industry is navigating one of the most significant transitions in its history. As global trade continues to grow, vessel operators face increasing pressure to reduce fuel consumption, lower greenhouse gas emissions, and comply with evolving environmental regulations. The International Maritime Organization (IMO) has established ambitious decarbonization targets, pushing ship owners and operators to […]

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Blue Hydrogen filled H2 Aeroplane flying in the sky - future H2 energy concept.||Battery pack temperature at 60°C charging|Li-plating potential at 60°C|Li-plating potential output at 25°C|Li-plating potential output at -10°C|||Figure 5: SEI and Li-plating formation|Monitor signals for relevant battery pack states|Constant-current charging strategy example|Problems (left column) and solutions (right column) for BMS design|Operational window of a lithium-ion battery|Challenges Addressed||||||GT-SUITE & GT-Autolion model for engineering

Modeling Hydrogen Fuel Cell Propulsion Systems for Aviation with GT-SUITE

The aviation industry is entering a period of rapid transformation as manufacturers explore new propulsion technologies to meet increasingly ambitious emissions targets. While improvements in conventional engines and sustainable aviation fuels remain important pathways, hydrogen-powered propulsion is emerging as a potential long-term solution for cleaner flights. Among the hydrogen pathways being explored, fuel cell–based propulsion […]

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||Digital Twin Results in Live Analysis Dashboard|GT-Cloud for Digital Twin Execution|Daily SOH estimation for device leveraging GT-Play|GT-Autilion Digital Twin Models hosted on GT-Play|Digital Twin Cloud Setup|An innovative smart sensor box mounted on a sleek metal pole in a modern urban park

Virtual Validation of Lithium-Ion Battery Management Systems

Battery Management Systems (BMSs) play a critical role in ensuring lithium-ion battery packs operate safely, efficiently, and reliably across all operating conditions. As battery systems become more complex and application demands continue to increase, validating BMS algorithms has become significantly more challenging. Building on the previous blog’s overview of BMS architecture for lithium-ion batteries (LIBs), […]

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Part 3 — Integrating Physics‑Based Digital Twins into an IoT and Cloud Environments

Part 1 introduced the operational challenges associated with battery-powered IoT monitoring devices. Part 2 described how GT‑SUITE and GT‑AutoLion models capture the system physics and battery aging mechanisms. This final part explains how these models integrate into an IoT and cloud architecture, allowing each digital twin to operate as an automated, scalable component of the […]

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