Digital Twins for Next-Generation Electric Vehicles

Author: Ankitha VP
September 17, 2024
Digital Twins for Next-Generation Electric Vehicles

Electric vehicles (EVs) rely on the latest technological advancements such as digital twin technology

Imagine an electric vehicle (EV) where without any requirement for human interaction, it can determine when its battery needs to be maintained, optimizes its performance for the greatest effectiveness, and fits in with its surroundings. 

This is how EV design, production, and maintenance are being revolutionized by digital twins in electric vehicles.

Digital twin models are opening the door for more intelligent, effective EV production and performance optimization. This includes digital twin software coupled with the electric grid to battery virtual twins.

Digital twin technology makes virtual copies of physical assets, that automakers can use to replicate, improve, and monitor electric vehicle production in real time. The technology offers a data-driven basis for enhancing the entire user experience, decreasing downtime, and optimizing vehicle design.

We'll cover how digital twin technology is transforming the EV industry in this blog, with an emphasis on electrical digital twins for next-generation electric vehicles. So, let us examine the possibilities of this revolutionary technology and the reasons it will eventually replace conventional practices.

Global electric car fleet
Source: https://www.virta.global/global-electric-vehicle-market

Application of Digital Twins in Electric Vehicles

Unlike traditional vehicles with ICE engines, EVs have a far more complex infrastructure. For instance, there are countless wiring interconnecting each system within the vehicle. And not to mention the new production process that needs to be adopted to build an EV.

All these mounts up the challenges manufacturers have to overcome to make EVs efficient and effective. And where complexity rules, Digital Twin conquers.

We will discuss the challenges manufacturers face in designing, production, and testing and how digital twins can help overcome them.

Designing Process

Designing is a crucial step in building an efficient EV. Manufacturers need to consider factors like aerodynamics, battery efficiency, structural integrity, and more. But the key challenge is to achieve optimal energy efficiency.

Designing Process

Source: Digital twin for battery-operated EV and data exchange

Designers must balance battery capacity, vehicle weight, and aerodynamics to maximize an EV's range. Furthermore, they need to simulate and understand the impact of each design on energy efficiency.

This is where Digital Twin comes in.

With a digital twin in the designing process, designers can create a virtual replica of the product, EV. Then, they can experiment on the model with different design elements, simulate their impact and optimize it accordingly. This way, designers can save time, resources, and money. Also, it ensures that the design is energy efficient before building a physical prototype.

Production Process

The production process of an electric vehicle also poses challenges. The assembly of EVs is different from traditional vehicles and requires new skills and technologies. Also, it is difficult to ensure quality and efficiency while maintaining production speed.

The application of Digital twins in the production process can help here.

Source: Digital Twin of the Manufacturing Process (DTMP)

A Digital Twin in production allows manufacturers to make a virtual replica of the production process. This way, they can simulate the assembly process and identify any potential bottlenecks or inefficiencies.

It can also help train their staff by providing a virtual environment that mirrors the real production line. Additionally, the digital twin can monitor real-time production, identify anomalies, and predict potential issues before they cause significant downtime. This proactive approach significantly enhances overall production efficiency.

Testing Process

Testing an EV involves verifying the functionality and safety of its various components. This includes the battery system, motor, and onboard software. Real-world testing can be time-consuming and costly, with potential risks.

By using digital twins in testing, engineers can simulate an EV's operation under various conditions. This will help uncover potential problems without the need for multiple physical prototypes. They can also simulate extreme conditions, which are expensive and hard to physically replicate.

Source: Towards the future of smart electric vehicles: Digital twin

In addition, digital twins allow engineers to integrate real-world data into simulations. Doing so offers insights into how an EV will perform under different driving conditions, helping them build more reliable vehicles.

Suggested read: The Role of Digital Twin in the Automotive Industry in 2024

Revolutionizing EV Performance with Digital Twins

The development, optimization, and maintenance of electric vehicles are changing as a result of the incorporation of digital twins. 

For instance, a battery digital twin enables manufacturers to anticipate performance difficulties, increase battery life, and optimize energy use. They do this by creating a virtual model of an electric vehicle battery.

 In fact, studies show that battery efficiency can be increased by as much as 30% with digital twin technology. Battery Digital Twins can result in lower capital and utility costs, a 20% decrease in cell costs per kilowatt-hour, and an increase in yield rate when it comes to electric vehicles. Furthermore, production-related expenses (materials excluded) might be reduced by 20% to 35% in all main phases involved in the production of battery cells.

Electrical digital twins, on the other hand, take this idea a step further by providing virtual representations of the whole electrical system of the car. This aids in maximizing energy flow between the battery and other parts of the vehicle. 

How Digital Twins Revolutionizes the EV Performance 

  • Improved Vehicle Performance and Design

Automakers can simulate multiple design configurations and forecast an EV's performance under diverse scenarios due to digital twins. Battery digital twins, for example, assist manufacturers maximize longevity and energy efficiency by simulating real-world battery behavior. 

Businesses may optimize the discharge and recharge cycles of EV batteries. This enhances their overall performance and range, by utilizing battery virtual twin models.

  • Improved Customization and User Experience

Real-time performance monitoring of an EV is made possible by digital twin technology. This also modifies the user experience in response to driving patterns and external conditions. 

With the help of individualized feedback, drivers may optimize their energy use and improve the efficiency and smoothness of every trip.

Further read: Digital Twins in Vehicle Lifecycle Management

Contributions to Performance, Safety, and Efficiency

Performance

Digital twins are a virtual doppelganger of the actual EV, capturing its every feature and behavior in real-time. And when an EV is on the road, the digital twin collects and processes data from various sensors in the car. This allows us to monitor its performance and identify areas needing improvement.

For example, with a digital twin, we can precisely observe the electric motor's energy usage or the effectiveness of regenerative braking.

Safety

Safety is paramount when it comes to vehicles. In fact, safety is the second most influencing factor that consumers consider while buying a vehicle.

Source: Chart: Most Important Factors When Buying a Car | Statista

Before an EV model hits the roads, manufacturers can simulate its Digital twin in various driving conditions and scenarios. These include extreme weather conditions, collision scenarios, or challenging terrains. This allows us to identify potential safety issues and preemptively resolve them.

Efficiency

If we go back to the graph that shows the factors that influence consumers while buying a vehicle, we will notice that above all comes efficiency. And Digital Twins can significantly improve this.

During the design phase itself, manufacturers can optimize every component of the vehicle. The components can be anything from aerodynamics to energy consumption. They can simulate countless scenarios to assess the impact of different factors on the vehicle's efficiency.

For example, digital twins can help determine the most efficient battery configuration or find out how to reduce energy loss while driving.

Also, digital twins can help reduce the total cost of ownership of electric vehicles. They can help predict when maintenance is needed, avoiding costly breakdowns and extending the life of the vehicle.

Now that we have learned about the application of digital twins in electric vehicles let’s see their role in next-generation EVs.


Ready to revolutionize your EV production

Role of Digital Twins in Next-Generation EVs

The landscape of personal transportation is changing dramatically, and the forefront of this is EVs. The sales share forecast in the US given below will give you a better idea of how the market is changing.

Source : EV Sales Forecasts | EVAdoption 

The 'next generation' of electric vehicles promises a shift toward cleaner and renewable energy. They will also bring a host of advances, including autonomous vehicles and smart grid integration. And they can promote even more sustainable production methods. 

Digital twins play a critical role in realizing this next generation of EVs and will shape the future of the automotive industry. Let’s look at some of the ways Digital Twin can enable next-generation EVs. 

Autonomous Driving

Digital twin in automobile sector plays an essential role in developing autonomous driving. By creating a complete digital replica of an electric vehicle, engineers can 

  • Simulate various driving conditions

  • Test the car's responses

  • And gather valuable data [Without risking real-world assets]

The digital twin can mimic the behavior of the real vehicle in countless scenarios. As a result, it can predict the vehicle's response to a wide range of situations. Thus, the necessary adjustments and improvements can be made digitally before they are done on the actual vehicle. This accelerates the development of autonomous vehicle technology while ensuring safety. 

Smart Grid Integration 

Source: Interaction between EVs and the smart grid 

Since the electric grid is changing, it is essential to integrate EVs with the smart grid. EVs' digital twins can connect with the digital twin of the grid, enabling more effective two-way communication between the grid and cars.

For example, the smart grid might be informed about the battery condition and charging schedule of an electric vehicle.  This enables optimal power distribution based on vehicle usage patterns and grid capacity. 

Such interaction can help balance the load on the grid and reduce energy waste. Also, it can promote the efficient use of renewable energy resources. 

Predictive Maintenance

A significant advantage of using digital twins in EVs is the ability to predict maintenance needs. The digital twin can monitor various aspects of the vehicle, such as battery health, brake wear, etc., in real-time. 

By analyzing this data, the digital twin can anticipate potential problems before they become serious. For instance, if the digital twin detects declining battery performance, it can warn the owner or maintenance service. This allows them to prevent unexpected failures and extend the overall lifespan of the EV. 

Learn more about predictive maintenance

Moreover, digital twins can support green manufacturing practices. Manufacturers can experiment with different materials and production methods with a digital twin. This allows them to test each vehicle model in a risk-free virtual environment. 

For instance, if a car manufacturer decides to test a vehicle's durability and performance before using traditional materials, they can evaluate the vehicle's performance.

Digital twins will play a significant and varied role in the next generation of electric vehicles. Digital twins will play a bigger part in electric automobiles as technology advances. Indeed, it has the potential to become a major catalyst for the development of the automobile sector.

This takes us to the topic of digital twins in EVs in the future. 


Want to enhance you EV performance

Future Outlook

According to a study by Statista, the value of digital twins in the automotive industry is growing steadily. The market value of digital twins in automobiles is set to hit 5 billion USD by 2025. So, I don't think I need to push how important the tech is.

Source: Global digital twin market by industry 2025 | Statista 

The digital twin could revolutionize the production and management of electric vehicles in particular. Below, we explore some of these potential advances that could redefine the future of EVs. 

Optimized Manufacturing

We have already discussed the application of Digital twins in EV; How it helps in the design, production, and testing process. Manufacturers can monitor, analyze and optimize each step of the process. 

For instance, a digital twin of the manufacturing process can help identify potential bottlenecks in the assembly process. Thus, it enables them to make the necessary changes and improve the process efficiency. 

Battery Life Optimization

One of the biggest challenges in the EV is finding ways to extend the lifespan of batteries. Unlike gas or fuel stations, there aren't many charging stations in need. Thus, it is essential to have longer battery life. 

Digital twins can help here. We can simulate various driving conditions and how they affect battery performance. This allows engineers to optimize battery design to improve energy use, increase range and overall battery life. 

Personalized User Experience

Digital twins in electric vehicles can also revolutionize the way drivers interact with their cars. By continuously learning from the driver's habits and preferences, the digital twin can automatically adjust various settings. These include climate control, steering height, and seat position. 

In connected cars, they can personalize the music, podcasts, or radio according to the driver's behavior. 

Seamless Integration with Renewable Energy

In order to maximize energy usage as the transition to renewable energy increases, EVs must interact securely with the electric grid. The digital twin software electric grid simulates and analyzes EVs' real-time interactions with it. 

With the use of this technology, automakers can successfully control EV charging schedules. This ensures that EVs charge during off-peak hours to lessen grid load and increase energy efficiency.

Digital twins can facilitate more intelligent charging cycles, improving the overall sustainability of electric vehicles (EVs). They do this by coordinating twins electric with renewable energy sources like solar or wind power. 

According to a survey by the International Energy Agency, EV charging prices during off-peak hours might be lowered by up to 40% with a seamless integration with the grid. This smooth integration of grid technology and digital twin technology is a major step toward a more environmentally friendly and effective transportation future.

Smarter Predictive Maintenance

Predictive maintenance in electric vehicles is being revolutionized by digital twin technology (EVs). Manufacturers are able to continuously monitor automobile parts and anticipate breakdowns before they occur. 

They do this by developing real-time models, such as digital twin batteries and electrical digital twin systems. This preventive strategy lowers the need for expensive maintenance and unplanned failures. 

Automakers can now schedule maintenance before issues worsen by analyzing data on battery performance, electrical parts, and overall vehicle condition due to the integration of digital twins. 

This guarantees a smoother, more dependable ride for EV consumers in addition to extending the lifespan of the vehicles.

Conclusion

There is no denying that electric vehicles (EVs) will lead the way in the future of transportation. However, as we mentioned, there are obstacles that automakers must get beyond in order to make it more effective, secure, and environmentally friendly. And the greatest method to do it is with digital twins.

Electric vehicle digital twins present a plethora of innovative opportunities. Furthermore, as digital twin technology develops, we may anticipate many more innovations that will push the limits of what is practical for electric vehicles.

It is recommended that you work with a digital twin creation business like Toobler if you are an automaker considering using digital twins into your production process. Their professionals will help you overcome obstacles, and their knowledge will guarantee a quicker and more effective deployment of digital twins. 

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