Remodeling 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 inside operational processes, meet regulatory compliance, and scale 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 means of 2024, Gartner predicts 50% of enterprises and provide chain organizations will spend money on 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 large knowledge era pushed by linked autos. In keeping with McKinsey, 95% of recent autos offered globally will probably be linked, producing terabytes of sensor knowledge hourly. Nevertheless, accumulating proprietary knowledge codecs throughout automobile fashions results in knowledge fragmentation leading to noisy knowledge and delayed fleet-wide insights. With software-defined autos driving the following evolution of the automotive trade, knowledge turns into a essential part enabling new functionalities and digital providers totally via software program. Therefore, fleet telematics is essential in driving high quality decision-making and figuring out a sustainable enterprise technique in a risky market.

AWS IoT FleetWise is a totally managed service that simplifies accumulating, 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 methods. 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 methods (ADAS).

With over 40 years of automotive trade expertise and an in depth partnership with Amazon Internet Companies (AWS), Capgemini expanded its Trusted Car linked mobility resolution with AWS IoT FleetWise capabilities. On this put up, we’ll present how Capgemini’s Trusted Car and its integration with AWS IoT FleetWise offers end-to-end transportation visibility into automobile well being and marketing campaign administration.

How AWS IoT FleetWise works

AWS IoT FleetWise allows safe knowledge ingestion from autos to the cloud via a automobile modeling framework. The next structure diagram reveals AWS IoT FleetWise service elements and the way they work together.

Determine 1: AWS IoT FleetWise consumer circulate

Right here is the consumer circulate of AWS IoT FleetWise:

1. Customers develop and set up their Edge Agent for AWS IoT FleetWise primarily based 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 autos.
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 equivalent to mannequin yr and engine sort. Standardizing automobile knowledge format and defining relationships between alerts in AWS IoT FleetWise offers 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 autos to amass sensor knowledge from the automobile community primarily based on outlined knowledge assortment schemes.
4. The Edge Agent applies inspection guidelines to add automobile knowledge again to the AWS IoT FleetWise knowledge airplane via AWS IoT Core, a totally 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 can even construct ML fashions utilizing Amazon SageMaker.

Improve fleet analytics with Capgemini’s Trusted Car

Constructed on AWS Related Mobility Resolution (CMS), Capgemini’s Trusted Car helps clients harness the ability of information by gathering and operationalizing automobile telemetry knowledge within the cloud. Trusted Car offers accelerators equivalent 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 allows automakers and fleet operators to drive mobility and digital transformation.

Now, let’s evaluation 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 consumer circulate of Trusted Car with AWS IoT FleetWise integration:

1. Choose enterprise course of – Trusted Car offers 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 Companies, Car Subscription Companies, Car Safety, Electrical Car (EV) Companies, Fleet Reliability and Monitoring, and Distant Car Administration Techniques.
2. Select enterprise perform – Every enterprise course of comprises a set of enterprise capabilities for numerous automobile capabilities. For instance, the Telematics enterprise course of offers enterprise capabilities for activating or deactivating telematics knowledge ingestion, customized anomaly alerts, software-over-the-air (SOTA), and bother code prognosis via numerous telematic management unit (TCU) or digital management unit (ECU) of autos.
3. Configure EV perform – Customers can configure enterprise capabilities through Trusted Car’s console or invoke automobile capabilities programmatically through APIs. For instance, the EV Companies enterprise perform API permits customers to register and replace EV accounts, authorize EV classes, pay overage charges, and retrieve EV fleet standing. Customers can prolong these commonplace EV capabilities to create customized buyer experiences.
4. Choose knowledge assortment marketing campaign template – Trusted Car offers ready-to-use and customizable templates for enterprise capabilities requiring automobile knowledge assortment. These templates comprise commonplace 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 simple with prebuilt marketing campaign templates supplied by Trusted Car. For instance, customers can choose the EV-Battery-Monitoring marketing campaign template to assemble battery monitoring knowledge. You possibly can 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 primarily based on specified situations, whereas On first set off mode solely collects knowledge upon the primary incidence. Customers may set a set off interval between knowledge assortment occasions.
6. Deploy knowledge assortment campaigns to autos – Trusted Car deploys the configured marketing campaign to distant autos via the shopper’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 gather knowledge from autos – Edge Brokers start accumulating 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 accumulating prices. Close to real-time visibility permits automakers to diagnose automobile points, implement over-the-air (OTA) updates, and improve distant automobile administration providers via Trusted Car.
8. Visualize and analyze automobile metrics – As soon as automobile knowledge is on the market within the cloud, customers can construct interactive Grafana dashboards to research 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 primarily based 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 gather high-value automobile knowledge with AWS IoT FleetWise and construct linked automobile options utilizing numerous 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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