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    LogiTwin

    Connect the moving parts of logistics.

    A digital-twin concept for routing, estimated arrival times, and operational planning across road, sea, air, and rail.

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    LogiTwin Inside the project

    LogiTwin

    Capabilities

    01

    Fleet & Twin Setup

    Onboard fleets, modes (road/sea/air/rail), regions, and data sources; configure SLAs, policies, and optimization goals.

    02

    Multimodal Routing (RL)

    RL-driven VRP with time windows & constraints (drivers, docks, tides, flight slots) for lowest cost-to-serve plans.

    03

    ETA Prediction

    ML ETAs using traffic, weather, port dwell, and handoff risk; per-leg and end-to-end confidence bands.

    04

    Port & Yard Vision (YOLO)

    Detect ships, trucks, containers, cranes; generate congestion indices and dwell heatmaps from aerial/satellite feeds.

    05

    Container & Yard Occupancy

    Real-time slot utilization, stack counts, and berth readiness for smarter gate/yard scheduling.

    06

    RUL & Predictive Maintenance

    Sequence models on RPM, temps, vibrations, and fault codes to predict remaining useful life and avoid breakdowns.

    More capabilities + 12

    Sensor & Telemetry Anomalies

    Autoencoders & Isolation Forest to flag drift, spoofing, or failing sensors; route incidents to maintenance.

    Driver Behavior Scoring

    Identify harsh events, idling, speeding; coach to reduce fuel burn and incidents—feed back into routing costs.

    CO₂ & Cost-to-Serve

    Lane-level emissions & all-in cost models; optimize plans under carbon or budget constraints.

    Packing & Stowage Optimizer

    Weight/CoG/sequence-aware loading plans for containers & trailers using ILP + learned heuristics.

    Twin Simulation & What-If

    Fast surrogate simulators + Bayesian filters to test disruptions (weather, strikes) before they hit operations.

    Ops Copilot (LLM + RAG)

    Ask the twin in natural language: “why late?”, “best plan if Port A closes?”, “CO₂ if we divert via B?”—with citations.

    RESTful API & SDK

    Use Python/JS SDKs or call REST to embed routing, ETA, and alerts into TMS/WMS, OMS, or your internal dashboards.

    Economic & Disruption Engine

    Simulate weather, strikes, capacity shocks, and port delays; auto-generate resilient playbooks.

    Batch Network Analysis

    Score thousands of lanes and assets per job with SLA-backed outputs for planning cycles.

    Cloud & On-Prem Ready

    Deploy securely in your VPC or use our managed cloud with Docker/Kubernetes support.

    Live Operational Views

    Interactive maps, ETAs, congestion tiles, and incident feeds for dispatch, control towers, and port ops.

    24/7 Support

    Assistance with deployment, model tuning, integrations, and custom features—around the clock.

    GATAI

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