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Robot Data and Hardware

English articles about robot data and hardware at Physical AI Lab.

Multi-Robot Task Allocation for Fleet Operations

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
Multi-robot task allocation with feasibility cost assignment and bounded replanning

Design multi-robot task allocation with feasibility filters, completion cost, congestion, charging, priorities, stable reassignment and fleet tests.

Categories Robot Data and Hardware

Global Planner vs Local Controller in Mobile Robots

Published: July 29, 2026 · Updated: September 8, 2026 by Physical AI Lab
Mobile robot global planner local controller and progress checker responsibilities

Understand global planners and local controllers in mobile robots, with path, command, progress, goal and replanning tests for Nav2 systems.

Categories Robot Data and Hardware

Nav2 Behavior Trees and Recovery Design

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
Nav2 behavior tree recovery with bounded retries and escalation

Design and test Nav2 behavior tree recovery with contextual errors, RecoveryNode retry limits, progress checks, logging and safe escalation.

Categories Robot Data and Hardware

Nav2 Costmap Layers: A Practical Configuration Guide

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
Nav2 costmap layers combining static obstacles sensor observations inflation and filters

Configure and test Nav2 costmap layers: static, obstacle, voxel, inflation and keepout filters, with footprint, timing and failure checks.

Categories Robot Data and Hardware

URDF vs SDFormat for Robot Models and Simulation

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
URDF versus SDFormat for robot models sensors physics and worlds

Compare URDF and SDFormat for robot links, joints, frames, sensors, physics and worlds, and learn how to validate model conversion in Gazebo.

Categories Robot Data and Hardware

Robot Time Synchronization with PTP and Hardware Timestamps

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
Robot time synchronization with PTP NTP and hardware timestamps

Design robot time synchronization with PTP, NTP and hardware timestamps by checking clock domains, offset, drift, jitter, load and recovery.

Categories Robot Data and Hardware

rosbag2 Recording and Playback with QoS and Timestamps

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
rosbag2 recording and playback with QoS timestamps and sensor data

Use rosbag2 reliably by checking topic coverage, QoS, timestamps, burst throughput, storage, compression, clock behavior and safe playback.

Categories Robot Data and Hardware

ROS 2 Lifecycle Nodes for Robot Startup and Recovery

Published: July 29, 2026 · Updated: August 1, 2026 by Physical AI Lab
ROS 2 lifecycle states for safe robot startup shutdown and recovery

Design ROS 2 lifecycle nodes for robot startup, shutdown and recovery with readiness gates, safe inactive behavior, supervisors and fault tests.

Categories Robot Data and Hardware

ROS 2 Executors and Callback Groups for Robot Timing

Published: July 29, 2026 · Updated: August 14, 2026 by Physical AI Lab
ROS 2 executor and callback group scheduling

Understand ROS 2 executors and callback groups, then diagnose blocking, deadlocks, hidden serialization, wait time and missed robot deadlines.

Categories Robot Data and Hardware

ros2_control Hardware Interfaces and Controller Manager

Published: July 29, 2026 · Updated: September 8, 2026 by Physical AI Lab
ros2_control hardware interface and controller manager architecture

Learn ros2_control hardware interfaces, Resource Manager, Controller Manager, read-update-write loops, controller claims and commissioning tests.

Categories Robot Data and Hardware
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