HomeCase Studies
Logistics / Automotive
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Project Highlights

  • Develop a vehicle’s traffic management system on map which likely receives 80GB+ collected data of vehicles, mobile applications, camera, sensors and devices on roads every 120s.
  • TMA provided services of development and full testing
     
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About Client

Industry:Logistics & Transportation
Location:US
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Client Needs

Client required a vehicle traffic management system which is capable of processing and analyzing massive streams of real-time road and vehicle data to:

  • Ingest 80GB+ of collected data every 120 seconds from vehicles, mobile applications, road-side cameras, sensors, and devices.
  • Collect, parse, label, and classify incoming traffic data in real-time.
  • Analyze the data to update digital maps, traffic light systems, lane control, and detect road surface damages.
  • Provide meaningful information to drivers, city administrators, and government agencies for traffic monitoring, urban planning, and road maintenance
     
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Solutions

Project delivered below outputs:

  • Research and develop Data Collectors, Data Classifier, Big Data Processing Pipeline, Big Data Services for traffic monitoring and management
  • Research and develop Big data warehousing and analyzer to get info from millions vehicles and devices to provide meaningful information for driver and government
  • Develop a web for traffic management on map: jam, single spot, road and lane density, road damages
  • Use OSRM to correct geo-coordinates into Cloud DB based on driving direction. Draw trajectory line based on detected coordinates
  • Perform solution functional testing and system testing

  •  
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Technologies:

  • Big Data & Cloud: Apache Spark, Apache Hadoop, AWS Lambda, Azure Services
  • Mapping & Navigation: Mapbox, OSRM, Cloud DB integration
  • Web & Backend: HTML, ReactJS, NodeJS, SpringBoot, Python
  • Data Science & AI: TensorFlow, YOLOv5, LabelMe, ML-based classifiers
  • Annotation & Computer Vision: Bounding Box & Segmentation for multi-class road damage detection
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Benefits

  • Massive Data Handling: Successfully processed 80GB+ of traffic data every 120s with scalable infrastructure
  • Real-time Insights: Enabled sub-minute updates to maps, traffic lights, and lane controls
  • Road Safety Improvements: Early detection of road damages (potholes, repair patches, manholes) reduced accidents and vehicle wear
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