A Decentralized Multi-Robot Dataset for Early Deadlock Forecasting in Smart Factory Navigation

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Dataset information

Country of origin
Updated
2026.02.02 00:00
Created
2026.01.27
Available languages
English
Keywords
multi-robot systems, deadlock forecasting, smart factories, decentralized autonomy, robotics datasets
Quality scoring

Dataset description

This dataset supports research on decentralized early deadlock forecasting in multi-robot smart factory environments. It contains 100 simulated executions of two autonomous Carter robots navigating a shared factory space while visiting six predefined stations according to fixed high-level plans. Each robot executes one of five high-level plans, yielding 25 unique plan combinations, each repeated four times to capture stochastic variations in deadlock and collision occurrence. Each simulation includes: Robot trajectories (pose, velocity, orientation) at 30 Hz Navigation context tags (approaching station/ stopped at station/ stopped (unknown)) Event labels (deadlock and collision flags) Synchronized camera streams (front and back cameras per robot) Navigation maps and Nav2 parameter files Robots navigate autonomously using Isaac Sim, ROS 2 Humble, and Nav2. Logging includes timestamps and relevant sensor data, enabling experiments in early prediction, perception-aware forecasting, and neurosymbolic reasoning. The dataset is ideal for: Training models to forecast deadlocks from partial observations of a single robot Evaluating early warning and reliability trade-offs in safety-critical settings Developing interpretable neurosymbolic pipelines combining trajectories, events, and camera
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32
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2019
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