Mastering Thermal Management - Challenges and Solutions

The demand for robust and efficient electronic devices is constantly increasing in our fast-paced world. Devices are becoming smaller and smaller. At the same time, we expect them to be ever more performing. Thermal management is critical to ensure optimal performance and longevity of devices. The world would not be the same without thermal management solutions!

The article will focus on electronics since this is an evident part of our everyday life at home and in the office (for example, smartphones and computers). However, electronics goes beyond devices since it is a mission-critical silent help for all other industries. Most industries depend on electronics, and electronics depend on proper thermal management solutions.

Image source: www.electronics-lab.com
Image source: www.electronics-lab.com

Various types of heat exchangers play a crucial role in thermal management. In this article, we will also explore the realm of thermal management and heat exchanger simulation, focusing on the challenges engineers face and examining innovative solutions.

We will also introduce modern tools that allow engineers to optimise heat exchangers, such as CAD, CAE and AI.

Thermal Management in Our Everyday Lives

Thermal management systems are the unsung heroes working diligently behind the scenes to keep our electronics cool and prevent them from overheating. These systems are designed to manage the transfer, dissipation, and regulation of heat generated by electronics during their operation. Thermal management systems effectively control the temperature and ensure that electronics perform optimally and remain reliable over time.

The Role of Heat Sinks in Thermal Management Solutions

Among the critical components in thermal management systems are heat sinks. Heat sinks are passive cooling devices that absorb and dissipate excess heat from electronic components. These heat transfer systems act as thermal bridges, transferring thermal energy from the heat source to a medium, often the surrounding air or a cooling fluid. Heat sinks are typically made of materials with high thermal conductivity, such as aluminium or copper, and their design includes fins or other structures to maximise the heat sink's surface area for heat transfer, hence dissipation.

In summary, a heat sink is a thermal management system that, by increasing heat density over its surface area, enhances the heat transfer process, allowing heat to be efficiently removed from the electronic components.

Challenges and Thermal Management Solutions

Thermal management faces several challenges in maintaining optimal operating temperatures for electronics and other devices. One of the primary challenges is dealing with the ever-increasing heat densities generated by modern electronics. As devices become more powerful and compact, they generate more heat within a limited space. Without effective thermal management, this excess heat can accumulate and cause temperature spikes, leading to performance degradation, reduced lifespan, and even device failures.

Another challenge arises from the varying temperature thresholds of different electronic device configurations within a system. Each component may have different temperature limits for optimal performance and longevity. Thus, thermal management systems must be carefully designed to meet the specific thermal requirements for each element, ensuring they operate within their designated temperature ranges. Failure to address this challenge may result in overheating sensitive components, leading to performance issues and potential damage.

Innovative Thermal Management Solutions

Engineers have developed various thermal management technologies and solutions to overcome the above challenges.

Innovative Thermal Management Solutions: Heat Pipes

Among these solutions, heat pipes have proven highly effective as a thermal management and cooling system part.

Heat pipes utilise the principles of phase change and capillary action to transfer heat efficiently. These sealed, hollow pipes contain a working fluid that evaporates at the heat source, travels along the heat pipe, and condenses at the cooler end. This process enables the rapid thermal energy transfer, making heat pipes ideal for high-dissipation applications.

Innovative Thermal Management Solutions: Thermal Interface Material

Another vital component in thermal management is the thermal interface material (TIM). TIMs are substances between the heat source, such as a microchip and the heat sink, to improve thermal conductivity and fill microscopic air gaps, transferring heat. These materials enhance the contact between the two surfaces, reducing thermal resistance and facilitating efficient heat transfer.

Thermal Management System: Liquid Cooling

Liquid cooling systems have also emerged as a popular solution for thermal management, particularly in high-power applications. This thermal management system utilises liquid coolants, such as water or specialised fluids, to absorb and carry away heat from electronics as a heat sink. The coolant circulates through a closed loop, removing heat as it passes through the components and dissipating it through a radiator or heat exchanger. Liquid cooling systems offer superior heat removal and dissipation capabilities compared to air cooling, making them ideal for applications that demand efficient cooling.

Thermal Management System: Air Cooling

On the other hand, air remains a widely used and cost-effective thermal management system. It relies on the circulation of air to remove heat from components. Air-cooled systems employ fans or blowers to create airflow, facilitating convective heat transfer. As cooler air passes over the heat sink and warmer device, it absorbs the excess heat, reducing the device's temperature. While cooling by air may not match the cooling efficiency of liquid cooling, this thermal management system remains a viable option for many electronic parts, especially those with lower power densities.

Schematic illustration of the airflow of the cooling air in a computer case during computer cooling. Author: Fosnez

Meeting Extreme Thermal Challenges

Specific applications push the boundaries of thermal management, requiring innovative solutions to handle extreme and ambient temperature conditions. For example, electric vehicles (EVs) generate significant amounts of heat due to high-power components and the energy-intensive nature of their operations.

Effective thermal management ensures EVs' optimal performance, power consumption and longevity. Advanced cooling systems, combining liquid cooling and heat exchangers, remove excessive heat and maintain safe operating temperatures.

Furthermore, some environments subject electronics to extreme temperatures in high-temperature industrial settings or extremely low-temperature conditions in aerospace applications such as artificial satellites.

Thermal management solutions for such environments involve insulation techniques, hot air, active cooling, and specialised materials designed to withstand these harsh conditions

Thermal Management Technologies in Electronics

The need for effective thermal management will only grow as electronic devices advance. Miniaturisation, increased power densities, and emerging technologies like 5G and artificial intelligence will pose new challenges for engineers. Consequently, innovative thermal management solutions will play a crucial role in cooling electronic devices and ensuring these devices' optimal performance, reliability, and longevity.

The ongoing pursuit of improved thermal conductivity, advanced cooling techniques, and smarter thermal management systems will drive future advancements. Engineers will continue to explore new materials, such as those with exceptionally high thermal conductivity, and develop novel methods to regulate temperature and dissipate heat efficiently.

Design and Simulation Solutions for Thermal Management

In engineering, where innovation and precision go hand in hand, the design and optimisation of thermal management systems are critical for ensuring electronic devices' efficient and reliable operation. Engineers employ potent tools and techniques, such as Computer-Aided Design (CAD) and advanced 3D simulations for heat transfer, to achieve optimal thermal performance.

This section will explore the role of CAD and simulation techniques in thermal management, their benefits, and how they contribute to designing and analysing effective thermal management systems.

CAD and Simulation

In thermal management, CAD and simulation techniques provide engineers with powerful tools for designing, optimising, and analysing thermal management systems. CAD enables the precise creation and visualisation of thermal components, while simulations allow for detailed analysis of heat transfer behaviour and temperature distributions.

Integrating CAD and simulations facilitates iterative design cycles, enhancing thermal performance and efficient heat dissipation.

With these tools at their disposal, engineers can meet the ever-increasing demands of thermal management in electronics and a wide range of other industries.

Source: https://www.privateinternetaccess.com/blog

Understanding CAD for Thermal Management Systems

Computer-Aided Design (CAD) is a fundamental tool in modern engineering, enabling the creation, modification, and optimisation of complex designs with utmost accuracy. In thermal management, CAD software allows engineers to design and visualise the components and systems involved in heat dissipation.

CAD provides a digital environment where engineers can create and manipulate 3D models of heat sinks, enclosures, and other thermal management elements. CAD software streamlines the design process, facilitating precise geometry definition, material selection, and overall system integration.

Benefits of CAD in Thermal Management Systems

CAD brings numerous benefits to the field of thermal management. Engineers can use CAD software to explore design iterations and evaluate their impact on thermal performance. They can analyse heat sink geometries, fin arrangements, and fluid flow patterns to optimise heat dissipation. CAD tools enable the evaluation of thermal resistance, fluid dynamics, and other critical parameters, allowing engineers to fine-tune their designs for enhanced heat transfer efficiency. Furthermore, CAD models serve as a basis for prototyping and manufacturing, ensuring seamless integration of thermal management components into the overall system.

Simulation Techniques for Thermal Management

In addition to CAD, advanced simulation techniques play a pivotal role in designing and analysing thermal management systems. Thermal simulations enable engineers to predict and evaluate heat transfer behaviour, temperature distributions, and thermal stresses within electronics. Finite Element Analysis (FEA) and Computational Fluid Dynamics (CFD) simulations are commonly employed to simulate and analyse thermal behaviour at different levels of complexity. These simulations provide invaluable insights into the system's thermal performance under various operating conditions, enabling engineers to make informed design decisions.

Benefits of Simulation in Thermal Management

Simulation offers several advantages in the realm of thermal management.

Engineering simulation in 3D (CAE) allows engineers to understand heat dissipation and temperature control for electronics comprehensively.

Through simulations, engineers can identify potential hotspots, optimise airflow, and assess the effectiveness of heat sink designs. Simulations also provide a cost-effective alternative to physical prototyping and testing, saving time and resources in the design process.

By simulating various scenarios, engineers can explore different operating conditions, evaluate thermal performance, and identify potential issues before manufacturing the system.

Integration of CAD and Simulation

The true power of a thermal management solution lies in the integration of CAD and simulation techniques. CAD models are the foundation for accurate simulations, providing geometry, material properties, and boundary conditions necessary for accurate analysis.

The seamless integration of CAD and simulation tools allow engineers to validate their designs, optimise thermal performance, and ensure the thermal management system meets the desired specifications. It enables iterative design cycles, where changes in the CAD model can be quickly evaluated through simulations, leading to refined and efficient thermal management products and solutions.

Real-World Applications of CAD and Simulation Techniques

CAD and simulation techniques have found widespread use in various industries and applications. In electronics, thermal management is crucial for optimising the performance and reliability of devices such as smartphones, laptops, and server racks. Engineers can design effective cooling solutions using CAD and simulations, select appropriate heat sink configurations, and optimise airflow to prevent overheating.

Other areas that benefit from CAD and simulation techniques for thermal management include automotive engineering, where heat dissipation is critical for electric vehicles, HVAC system design and internal combustion engines, and aerospace engineering, where proper thermal management ensures the safe operation of electronic systems in extreme temperature environments.

Power generation, consumer electronics, and industrial machinery also use CAD and simulations to design efficient cooling solutions and regulate temperature control.

Car HVAC. Image source: GrabCAD

The Emergence of AI: New Frontier in Thermal Management

In the ever-evolving engineering landscape, where innovation and techThe advancement of technology has brought about significant progress, artificial intelligence (AI) has emerged as a powerful tool in various industries. In thermal management, engineers face complex challenges that require sophisticated solutions, and AI has proven to be one of the most promising. With its ability to analyse vast amounts of data, recognise patterns, and make intelligent decisions, AI offers unprecedented opportunities to optimise thermal management systems. This section explores the increasing impact of AI in thermal management, its potential applications, and the benefits it provides to engineers in this field, including the primary benefits of AI-powered analytics and optimisation.

The innovation of AI in thermal management is its ability to leverage advanced analytics and optimisation algorithms. By utilising machine learning techniques, AI algorithms can process large volumes of data related to heat dissipation, temperature profiles, and system performance. This enables engineers to gain deep insights into thermal behaviour, identify patterns, and make data-driven decisions to enhance the efficiency of thermal management systems.

AI Application: Predictive Maintenance and Fault Detection

AI-based techniques such as predictive maintenance and fault detection have shown great potential in thermal management. By continuously monitoring and analysing real-time sensor data, AI algorithms can detect anomalies, identify potential issues, and predict system failures. This proactive approach allows engineers to take preventive measures, schedule maintenance activities, and optimise the performance of thermal management systems, minimising downtime and maximising operational efficiency.

AI Application: Optimal System Design and Configuration

In thermal management systems, AI is making make a big difference. With the help of machine learning algorithms, engineers can analyse a wide range of design options, including different materials, configurations, and parameters, to find the best system design. AI algorithms can study performance data, simulate various scenarios, and suggest better heat dissipation, component placement, and overall system efficiency.

Conclusion

Thermal management is a fundamental part of modern engineering, especially in electronics. Thus, by examining the basic technologies, from air or liquid cooling systems to advanced digital threads, we now grasp better how to manage mission-critical components for our daily lives.

Thermal management systems, supported by technologies like heat sinks, heat pipes, and advanced cooling methods, are vital for maintaining optimal operating temperatures and ensuring the reliability and longevity of electronic components.

Constant innovation and ongoing research are required to address challenges that require thermal management systems, such as excess heat, varying temperature thresholds, and the need for efficient dissipation of heat.

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Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Thomas von Tschammer
Thomas joined Neural Concept in the company's early days in 2018, following his master’s degree in mechanical engineering with a specialization in Neuroprosthetics. He is now Director of Operations, leading the Application Engineering team, and working closely with large companies to deploy AI-based workflow in their engineering design processes.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Philipp Egolf
Philipp is responsible for the product development around the NCS platform. He has numerous years of experience in the Artificial Intelligence and data analytics environment with a background in Mechanical Engineering, the development of product visions and strategies and Human Centered Design Thinking.
About the author
Thomas von Tschammer
Thomas joined Neural Concept in the company's early days in 2018, following his master’s degree in mechanical engineering with a specialization in Neuroprosthetics. He is now Director of Operations, leading the Application Engineering team, and working closely with large companies to deploy AI-based workflow in their engineering design processes.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Thomas von Tschammer
Thomas joined Neural Concept in the company's early days in 2018, following his master’s degree in mechanical engineering with a specialization in Neuroprosthetics. He is now Director of Operations, leading the Application Engineering team, and working closely with large companies to deploy AI-based workflow in their engineering design processes.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.
About the author
Anthony Massobrio
Anthony has been a CFD expert since 1990, working initially as a senior researcher, then moved to Engineering, acting also as technical director in a challenging Automotive Tier 1 supplier environment. Since 2001, Anthony has worked in Software & Engineering Consultancy as a Sales Engineer and manager. In 2020, Anthony fell in love with AI and has worked since then in the field of “AI for CAE” at Neural Concept and as an independent contributor.