Reworking fleet telematics into predictive analytics with Capgemini’s Trusted Car and AWS IoT FleetWise

Introduction

Constructing a resilient path to post-pandemic restoration requires adaptability to dynamic traits. Subsequently, many logistics leaders use predictive analytics to drive provide chain selections, enhance inner operational processes, meet regulatory compliance, and cut back transportation upkeep prices. Use instances for superior predictive analytics in logistics embrace transportation administration, fleet administration, last-mile supply, and visibility into fleet operations. By way of 2024, Gartner predicts 50% of enterprises and provide chain organizations will put money into real-time transportation visibility platforms to measure enterprise efficiency, make knowledgeable selections, and obtain digital maturity.

Whereas automobile knowledge is turning into extra accessible, organizations face challenges managing the continual variability of huge knowledge technology pushed by linked automobiles. In accordance with McKinsey, 95% of latest automobiles offered globally will probably be linked, producing terabytes of sensor knowledge hourly. Nonetheless, gathering proprietary knowledge codecs throughout automobile fashions results in knowledge fragmentation leading to noisy knowledge and delayed fleet-wide insights. With software-defined automobiles driving the following evolution of the automotive trade, knowledge turns into a essential element enabling new functionalities and digital providers completely by means of software program. Therefore, fleet telematics is essential in driving high quality decision-making and figuring out a sustainable enterprise technique in a unstable market.

AWS IoT FleetWise is a completely managed service that simplifies gathering, remodeling, and transferring automobile knowledge to the cloud. Automakers, fleet operators, and automotive suppliers can entry standardized fleet-wide automobile knowledge with out creating customized knowledge assortment techniques. With clever knowledge assortment capabilities, AWS IoT FleetWise permits clients to gather and ship solely high-value automobile knowledge to the cloud for proactive fleet well being analytics and have enhancements. Moreover, clients can prepare machine studying (ML) fashions utilizing collected knowledge to enhance autonomous driving and superior driver help techniques (ADAS).

With over 40 years of automotive trade expertise and a detailed partnership with Amazon Net Providers (AWS), Capgemini expanded its Trusted Car linked mobility answer with AWS IoT FleetWise capabilities. On this submit, we are going to present how Capgemini’s Trusted Car and its integration with AWS IoT FleetWise supplies end-to-end transportation visibility into automobile well being and marketing campaign administration.

How AWS IoT FleetWise works

AWS IoT FleetWise permits safe knowledge ingestion from automobiles to the cloud by means of a automobile modeling framework. The next structure diagram reveals AWS IoT FleetWise service parts and the way they work together.

Determine 1: AWS IoT FleetWise person circulation

Right here is the person circulation of AWS IoT FleetWise:

1. Customers develop and set up their Edge Agent for AWS IoT FleetWise based mostly on a reference implementation. The Edge Agent permits customers to check simulated automobile knowledge earlier than integration or runs as an software to attach remotely to a fleet of automobiles.
2. Subsequent, customers can create a semantic digital twin of the automobile in AWS IoT FleetWise by defining a automobile mannequin consisting of auto attributes comparable to mannequin 12 months and engine kind. Standardizing automobile knowledge format and defining relationships between alerts in AWS IoT FleetWise supplies a foundational automobile knowledge construction for creating knowledge assortment campaigns.
3. Customers can create campaigns with condition-based or time-based assortment schemes. AWS IoT FleetWise deploys lively campaigns to focus on automobiles to amass sensor knowledge from the automobile community based mostly on outlined knowledge assortment schemes.
4. The Edge Agent applies inspection guidelines to add automobile knowledge again to the AWS IoT FleetWise knowledge airplane by means of AWS IoT Core, a completely managed service that connects IoT units to the cloud. The information airplane persists the collected knowledge in Amazon Timestream or Amazon Easy Storage Service (Amazon S3) for additional evaluation.
5. Customers can analyze traits and patterns to generate actionable insights with AWS analytics providers, together with Amazon QuickSight for enterprise intelligence, Amazon Managed Grafana for knowledge visualization, Amazon Athena for interactive queries, and AWS Glue for knowledge integration. You may as well construct ML fashions utilizing Amazon SageMaker.

Improve fleet analytics with Capgemini’s Trusted Car

Constructed on AWS Linked Mobility Answer (CMS), Capgemini’s Trusted Car helps clients harness the facility of information by gathering and operationalizing automobile telemetry knowledge within the cloud. Trusted Car supplies accelerators comparable to reusable templates and marketing campaign administration instruments, enabling clients to develop clever and customized options with linked automobile options.

Advantages of Trusted Car and AWS IoT FleetWise

Trusted Car now integrates with AWS IoT FleetWise, offering an aggregated view of auto, driver, and journey knowledge to speed up time-to-value with fleet telematics. Extending the core AWS capabilities and AWS IoT FleetWise, Trusted Car permits automakers and fleet operators to drive mobility and digital transformation.

Now, let’s assessment how Trusted Car integrates with AWS IoT FleetWise. The next diagram illustrates how clients can use a variety of auto capabilities supplied by Trusted Car and combine with AWS IoT FleetWise to speed up automobile knowledge assortment, transformation, and evaluation within the cloud.

Determine 2: Capgemini’s Trusted Car integration with AWS IoT FleetWise

Right here is the person circulation of Trusted Car with AWS IoT FleetWise integration:

1. Choose enterprise course of – Trusted Car supplies a library of normal automotive enterprise processes permitting automakers to develop automobile capabilities with superior analytics. Customers can choose a automobile enterprise course of from Trusted Car’s library, together with Car Onboarding, Telematics, Worth-Enabled Providers, Car Subscription Providers, Car Safety, Electrical Car (EV) Providers, Fleet Reliability and Monitoring, and Distant Car Administration Programs.
2. Select enterprise operate – Every enterprise course of comprises a set of enterprise capabilities for varied automobile capabilities. For instance, the Telematics enterprise course of supplies enterprise capabilities for activating or deactivating telematics knowledge ingestion, customized anomaly alerts, software-over-the-air (SOTA), and bother code analysis by means of varied telematic management unit (TCU) or digital management unit (ECU) of automobiles.
3. Configure EV operate – Customers can configure enterprise capabilities through Trusted Car’s console or invoke automobile capabilities programmatically through APIs. For instance, the EV Providers enterprise operate API permits customers to register and replace EV accounts, authorize EV classes, pay overage charges, and retrieve EV fleet standing. Customers can prolong these normal EV capabilities to create customized buyer experiences.
4. Choose knowledge assortment marketing campaign template – Trusted Car supplies ready-to-use and customizable templates for enterprise capabilities requiring automobile knowledge assortment. These templates include normal configurations and greatest practices to diagnose points or enhance the standard of service remotely.
5. Replace marketing campaign parameters – Creating AWS IoT FleetWise campaigns for knowledge assortment is straightforward with prebuilt marketing campaign templates supplied by Trusted Car. For instance, customers can choose the EV-Battery-Monitoring marketing campaign template to collect battery monitoring knowledge. You may enter a logical expression to configure what knowledge your Edge Agent collects. As an illustration, $variable.`EVBatterySample.Drivetrain.ActualVehicleSpeed`>50.0 tells the Edge Agent to gather battery metrics when a automobile pace exceeds 50 kilometers per hour (km/h). Customers can select between All the time or On first set off mode for knowledge assortment guidelines. Default set off mode is All the time the place the Edge Agent collects knowledge based mostly on specified circumstances, whereas On first set off mode solely collects knowledge upon the primary incidence. Customers also can set a set off interval between knowledge assortment occasions.
6. Deploy knowledge assortment campaigns to automobiles – Trusted Car deploys the configured marketing campaign to distant automobiles by means of the client’s Edge Agent. With the end-to-end marketing campaign implementation, Trusted Car simplifies automobile knowledge processing and evaluation with pre-configured analytic capabilities and visible interfaces.
7. Edge Brokers acquire knowledge from automobiles – Edge Brokers start gathering automobile alerts upon marketing campaign activation. Customers can remotely monitor and management automobile knowledge processing through Trusted Car’s console, together with suspending or resuming a marketing campaign to optimize knowledge gathering prices. Close to real-time visibility permits automakers to diagnose automobile points, implement over-the-air (OTA) updates, and improve distant automobile administration providers by means of Trusted Car.
8. Visualize and analyze automobile metrics – As soon as automobile knowledge is obtainable within the cloud, customers can construct interactive Grafana dashboards to investigate and visualize fleet telematics. The next picture reveals the visualization evaluating an electrical automobile’s pace and battery temperature metrics from Trusted Car. Automakers could make well timed selections based mostly on close to real-time insights and visibility into automobile well being.
   

   Determine 3: Capgemini’s Trusted Car Fleet Telematics

Conclusion

We lined how Capgemini’s Trusted Car integrates with AWS IoT FleetWise to simplify fleet administration implementation and accelerates time to worth. Clients can acquire high-value automobile knowledge with AWS IoT FleetWise and construct linked automobile options utilizing varied reusable templates supplied by Trusted Car. Consequently, fleet operators can diagnose potential automobile points with well timed insights for impactful fleet selections all through the automobile lifecycle.

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