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Logistics / Data Science & AI/ML
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Project Highlights

  • Developed an end-to-end vehicle’s map and navigation solution with main focus is location and intelligent route features
  • Provided solution includes back-end, map engine, spatial map data, administration console, and data analytics
  • TMA provided services of development and full testing
Project Highlights
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About Client

Industry:Logistics & Transportation
Location:Japan
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Client Needs

Client required development of an end-to-end map and navigation solution with main focus in location and smart route features, which required:

  • Rich Feature Set: Locations, routes, traffic information, contextual notifications, “find nearby” searches.
  • An intelligent routing mechanism based on traffic profile
  • AI-powered personal assistant
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Solutions

Project delivered below outputs:

  • Develop Navigation Core: Hybrid online/offline 2D/3D map engine supporting OSM, Google Maps, Bing Maps, and custom OEM datasets
  • Develop functions of Locations, Routes, Traffic info, notifications and find nearby
  • Implement multi-dimensional data analysis, traffic profile for intelligent routing
  • Integrate interactive tools: personal assistant, social network integration, turn-by-turn navigation, community-driven, POI promotion, and night mode.
  • Utilize machine learning techniques to support smart driving and live navigation adjustment
  • Perform solution functional testing and performance testing
  • Technologies:
    • Map technologies: Online and offline map, 2D/3D map, OSM, Google map, Bing map
    • GPS tracking and data management
    • Hadoop, Map Reduce, Pentaho, MS BI Platform
    • Machine learning and data mining techniques (i.e. SVM, Neuron network), Mahout SSRS, Pentaho BI, Hive
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Benefits

  • Improved Routing Accuracy: Reduced average travel time by 20% compared to traditional static routing.
  • Smart Traffic Profiling: Real-time rerouting reduced congestion in high-traffic zones, improving fleet efficiency
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