Remodeling fleet telematics into predictive analytics with Capgemini’s Trusted Automobile 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 choices, enhance inside operational processes, meet regulatory compliance, and scale back transportation upkeep prices. Use instances for superior predictive analytics in logistics embody 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 spend money on real-time transportation visibility platforms to measure enterprise efficiency, make knowledgeable choices, and obtain digital maturity.

Whereas car information is changing into extra accessible, organizations face challenges managing the continual variability of huge information era pushed by linked automobiles. In line with McKinsey, 95% of recent automobiles offered globally can be linked, producing terabytes of sensor information hourly. Nevertheless, amassing proprietary information codecs throughout car fashions results in information fragmentation leading to noisy information and delayed fleet-wide insights. With software-defined automobiles driving the following evolution of the automotive trade, information turns into a crucial element enabling new functionalities and digital providers fully 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 amassing, reworking, and transferring car information to the cloud. Automakers, fleet operators, and automotive suppliers can entry standardized fleet-wide car information with out growing customized information assortment techniques. With clever information assortment capabilities, AWS IoT FleetWise permits prospects to gather and ship solely high-value car information to the cloud for proactive fleet well being analytics and have enhancements. Moreover, prospects can prepare machine studying (ML) fashions utilizing collected information to enhance autonomous driving and superior driver help techniques (ADAS).

With over 40 years of automotive trade expertise and an in depth partnership with Amazon Net Providers (AWS), Capgemini expanded its Trusted Automobile linked mobility resolution with AWS IoT FleetWise capabilities. On this submit, we’ll present how Capgemini’s Trusted Automobile and its integration with AWS IoT FleetWise supplies end-to-end transportation visibility into car well being and marketing campaign administration.

How AWS IoT FleetWise works

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

Determine 1: AWS IoT FleetWise person stream

Right here is the person stream 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 car information 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 car in AWS IoT FleetWise by defining a car mannequin consisting of car attributes resembling mannequin 12 months and engine sort. Standardizing car information format and defining relationships between indicators in AWS IoT FleetWise supplies a foundational car information construction for creating information assortment campaigns.
3. Customers can create campaigns with condition-based or time-based assortment schemes. AWS IoT FleetWise deploys energetic campaigns to focus on automobiles to amass sensor information from the car community primarily based on outlined information assortment schemes.
4. The Edge Agent applies inspection guidelines to add car information again to the AWS IoT FleetWise information airplane by means of AWS IoT Core, a completely managed service that connects IoT gadgets to the cloud. The information airplane persists the collected information 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 information visualization, Amazon Athena for interactive queries, and AWS Glue for information integration. You too can construct ML fashions utilizing Amazon SageMaker.

Improve fleet analytics with Capgemini’s Trusted Automobile

Constructed on AWS Related Mobility Resolution (CMS), Capgemini’s Trusted Automobile helps prospects harness the facility of knowledge by gathering and operationalizing car telemetry information within the cloud. Trusted Automobile supplies accelerators resembling reusable templates and marketing campaign administration instruments, enabling prospects to develop clever and personalised options with linked car options.

Advantages of Trusted Automobile and AWS IoT FleetWise

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

Now, let’s overview how Trusted Automobile integrates with AWS IoT FleetWise. The next diagram illustrates how prospects can use a variety of car capabilities supplied by Trusted Automobile and combine with AWS IoT FleetWise to speed up car information assortment, transformation, and evaluation within the cloud.

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

Right here is the person stream of Trusted Automobile with AWS IoT FleetWise integration:

1. Choose enterprise course of – Trusted Automobile supplies a library of normal automotive enterprise processes permitting automakers to develop car capabilities with superior analytics. Customers can choose a car enterprise course of from Trusted Automobile’s library, together with Automobile Onboarding, Telematics, Worth-Enabled Providers, Automobile Subscription Providers, Automobile Safety, Electrical Automobile (EV) Providers, Fleet Reliability and Monitoring, and Distant Automobile Administration Methods.
2. Select enterprise operate – Every enterprise course of comprises a set of enterprise capabilities for varied car capabilities. For instance, the Telematics enterprise course of supplies enterprise capabilities for activating or deactivating telematics information ingestion, customized anomaly alerts, software-over-the-air (SOTA), and bother code prognosis 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 Automobile’s console or invoke car 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 customary EV capabilities to create personalised buyer experiences.
4. Choose information assortment marketing campaign template – Trusted Automobile supplies ready-to-use and customizable templates for enterprise capabilities requiring car information assortment. These templates comprise customary configurations and finest practices to diagnose points or enhance the standard of service remotely.
5. Replace marketing campaign parameters – Creating AWS IoT FleetWise campaigns for information assortment is straightforward with prebuilt marketing campaign templates supplied by Trusted Automobile. For instance, customers can choose the EV-Battery-Monitoring marketing campaign template to assemble battery monitoring information. You may enter a logical expression to configure what information your Edge Agent collects. As an illustration, $variable.`EVBatterySample.Drivetrain.ActualVehicleSpeed`>50.0 tells the Edge Agent to gather battery metrics when a car velocity exceeds 50 kilometers per hour (km/h). Customers can select between At all times or On first set off mode for information assortment guidelines. Default set off mode is At all times the place the Edge Agent collects information primarily based on specified situations, whereas On first set off mode solely collects information upon the primary prevalence. Customers may also set a set off interval between information assortment occasions.
6. Deploy information assortment campaigns to automobiles – Trusted Automobile 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 Automobile simplifies car information processing and evaluation with pre-configured analytic capabilities and visible interfaces.
7. Edge Brokers acquire information from automobiles – Edge Brokers start amassing car indicators upon marketing campaign activation. Customers can remotely monitor and management car information processing through Trusted Automobile’s console, together with suspending or resuming a marketing campaign to optimize information amassing prices. Close to real-time visibility permits automakers to diagnose car points, implement over-the-air (OTA) updates, and improve distant car administration providers by means of Trusted Automobile.
8. Visualize and analyze car metrics – As soon as car information is offered within the cloud, customers can construct interactive Grafana dashboards to research and visualize fleet telematics. The next picture reveals the visualization evaluating an electrical car’s velocity and battery temperature metrics from Trusted Automobile. Automakers could make well timed choices primarily based on close to real-time insights and visibility into car well being.
   

   Determine 3: Capgemini’s Trusted Automobile Fleet Telematics

Conclusion

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

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