Author: Ebin Mathew

Server room with cloud on ceiling modern technology data center concept|Futuristic wireless Smart BMS powered by AI

Transforming Data Center Cooling: From Physics-Based Simulation to AI-Powered Control

Data centers face an unprecedented thermal challenge that demands revolutionary approaches to cooling system design and control. As computational demands surge with AI workloads and high-performance computing applications, heat generation has increased dramatically with some next-generation systems producing heat fluxes many times higher than traditional data centers. This exponential growth in thermal loads is pushing […]

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Futuristic wireless Smart BMS powered by AI

BMS Architecture Explained: How a BMS Protects, Balances & Optimizes Batteries

In the previous blog, we discussed how the underlying architecture of a battery management system (BMS) is very similar to our central nervous system. The BMS relies on sensors (sensory organs) to make real-time decisions to ensure safety and optimize performance of the battery pack. From a simulation perspective, this architecture provides the foundation for […]

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Machine Deep learning algorithms

Combining Physics and Machine Learning to Predict Battery Aging with Confidence

Battery technology is evolving rapidly to meet the growing demands of electric vehicles, large-scale energy storage systems, and portable electronics. A major challenge lies in reliably predicting long-term battery performance within practical development timelines. Because batteries degrade gradually during both use and storage, conventional testing methods take a long time to produce accurate lifetime estimates. […]

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Engineering Insights Blog|BMS|BMS|Tilt-Rotor Animation|Operational Window|VTOL|Simulation Result Summary Table|Flight Mission Profile|Simulation Results|Series Hybrid Tilt-Rotor Model Example in GT-SUITE|Comparison of steady and transient model response|IceFraction Animation|fuel cell bus|Schematic of water recirculation|System Workflow of a Series Hybrid Tilt-Rotor in GT-SUITE_01||Ice fraction near cathode catalyst layer||Routes Selected for System Level Simulation|2D flowfield in CAD

A Year of Engineering Insights: Our Top 7 Blogs You Shouldn’t Miss

From smarter thermal systems and next-generation batteries to digital twins, fuel cells, and advanced air mobility, we explored how engineering simulation is reshaping engineering decisions across industries. If you’re working at the intersection of innovation, performance, and efficiency, these seven blogs capture the most impactful ideas we shared in 2025, each addressing real-world engineering challenges […]

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Virtual Calibration|BMS|BMS|Operational Window|Tilt-Rotor Animation|VTOL|Simulation Result Summary Table|Flight Mission Profile|Simulation Results|Series Hybrid Tilt-Rotor Model Example in GT-SUITE|IceFraction Animation|System Workflow of a Series Hybrid Tilt-Rotor in GT-SUITE_01|Comparison of steady and transient model response||fuel cell bus|Schematic of water recirculation|Ice fraction near cathode catalyst layer||Routes Selected for System Level Simulation|2D flowfield in CAD

Introduction to Virtual Calibration: A Smarter Approach to Powertrain Development

The Limitations of Conventional Calibration and Testing Testing and calibrating powertrains is crucial for product development yet traditionally requires years of work and millions in investment. Over time, requirements have expanded considerably to address regulatory compliance (OBD/emissions), customer expectations (efficiency), and manufacturer standards (reliability). Meeting these demands involves extensive physical testing through in-house facilities, on-road […]

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Aerial view of a large data center powered by solar power.|Tilt-Rotor Animation|VTOL|Simulation Result Summary Table|Simulation Results|Flight Mission Profile|Series Hybrid Tilt-Rotor Model Example in GT-SUITE|System Workflow of a Series Hybrid Tilt-Rotor in GT-SUITE_01|fuel cell bus|IceFraction Animation||Schematic of water recirculation|Ice fraction near cathode catalyst layer|Comparison of steady and transient model response|2D flowfield in CAD

What Powers a Data Center? Understanding the Power Systems

In January 2023, a major Microsoft outage disrupted millions of users worldwide. People could not access Teams, Outlook, or other cloud services for hours. This event showed how quickly a small power interruption can ripple across the globe. Imagine if a cloud provider faces even a few minutes of downtime. Banking systems, hospitals, and AI-driven […]

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VTOL|Cutaway view of a Solid-State Battery module on black background. Next Generation Electric Vehicle Battery concept. Generic design. Isometric view. 3D rendering illustration.|Performance calibration of a 2 Ah solid-state pouch cell at 303 K and 1C rate|Key differences between conventional LIB and SSB|Schematic view of conventional lithium-ion vs. solid-state batteries||||Experimental validation of GT-AutoLion Na-ion battery model at different C-rates||Schematic view of Na-ion battery|Voltage vs. capacity for power-dense and energy-dense Li-Ion cells at different temperatures and C-rates|Multi-scale Modeling with Compular Labs and Gamma Technologies|Transport properties as a function of salt concentration|Schematic representation of the MD simulations|P2D model used in the GT-AutoLion tool|Molecular Dynamic Simulation|Digital Twin Simulation|Virtual Model using Digital Twin||Fault Detection on OBD_02|Engineers interacting with a virtual digital twin model on a tablet|Data cleaning||Data driven ML model|Real time integration|||Virtual model building|Digital Twin Image|Data collection||Cabin Comfort Model in GT-TAITherm|Digital Twin Orchestration Workflow|||||||Table: Results of preliminary study on battery sizing for the tugboat application. Daily fuel consumption as a function of battery configuration.||Figure 8. Simulation results of a single mission comparing two different battery designs. The Toshiba 20 Ah SCiBTM cells are arranged in 250S/170P (light grey) and 250S/142P (black).|||||Toshiba GT-SUITE blog|Toshiba GT-AutoLion blog||RDE AUTOMATION GIF|Unwrapped view of the RDE

Simulating Series Hybrid Tilt-Rotor Aircraft in GT-SUITE

The rise in demand for electric and hybrid-electric aircraft, particularly in the Urban Air Mobility (UAM) sector, has fueled innovation in aircraft powertrain design. One promising configuration is the series hybrid tilt-rotor system, which combines the power and efficiency of hybrid-electric propulsion with the versatile flight dynamics of tilt-rotor technology. In this blog, we’ll dive […]

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Data center servers illuminate blue floor

Data Center Solutions: A Strategic Imperative for Competitive Advantage

In an era defined by rapid advances in AI, machine learning, and large-scale GPU-driven workloads, data centers are no longer passive utilities—they are strategic assets. Data center optimization is core to achieving sustainable competitive advantage, operational excellence, and environmental stewardship. 1. Market Forces Reshaping the Industry The data center sector is currently undergoing a major […]

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Cutaway view of a Solid-State Battery module on black background. Next Generation Electric Vehicle Battery concept. Generic design. Isometric view. 3D rendering illustration.|fuel cell bus|IceFraction Animation|Schematic of water recirculation|Ice fraction near cathode catalyst layer|Comparison of steady and transient model response|2D flowfield in CAD

Solid-State Batteries: Why Virtual Modeling and Simulation are the Only Way Forward

Solid-State vs Lithium-Ion Batteries | What’s Driving the Shift The push for safer, longer-lasting, and higher-energy batteries is accelerating change across the energy storage industry. Solid-state batteries (SSB) are gaining attention as a promising solution to meet these growing demands. Unlike conventional lithium-ion batteries (LIB), which use flammable liquid electrolytes, SSB relies on solid materials, […]

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