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ali-pahlevani/2d_scan_merger_ros2

14C++Audience · developerComplexity · 4/5Setup · hard

TLDR

Combines multiple 2D LiDAR laser scans into one unified scan for ROS2 robots, with no cap on sensor count and fast parallel processing, making it easy for robots to cover blind spots without changing navigation software.

Mindmap

mindmap
  root((repo))
    What it does
      Merges LiDAR scans
      Parallel processing
      Time sync window
    Tech stack
      ROS2 framework
      C++ 20
      Composable node
    Configuration
      YAML params file
      Per-sensor topics
      Height filtering
    Use cases
      Multi-sensor robots
      Obstacle avoidance
      Wider field of view
    Audience
      Robotics developers
      ROS2 users
      Research robots
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Things people build with this

USE CASE 1

Give a robot a wider field of view by combining scans from multiple LiDAR sensors mounted at different angles.

USE CASE 2

Eliminate sensor blind spots so obstacle-avoidance software gets a complete picture of the surroundings.

USE CASE 3

Run more than eight LiDAR sensors simultaneously, bypassing the limit found in standard ROS2 sync libraries.

USE CASE 4

Speed up multi-sensor scan processing by handling each sensor's data in parallel rather than one at a time.

Tech stack

C++20ROS2Composable NodeYAMLMultithreading

Getting it running

Difficulty · hard Time to first run · 1h+

Requires a working ROS2 installation (Humble, Iron, Jazzy, or Kilted Kaiju). Build with colcon, configure sensors via YAML parameter file. C++20 compiler required.

License not mentioned in the explanation.

In plain English

This repository provides a software component for robots that use multiple laser range-finders, sometimes called LiDARs, to sense their surroundings. A 2D LiDAR sweeps a horizontal beam in a circle and measures how far away objects are at each angle, producing a ring of distance readings. Robots often carry more than one of these sensors to cover blind spots or widen their field of view. The problem is that most navigation and obstacle-avoidance algorithms expect a single scan, not several independent ones. This package takes the separate scans and combines them into one. The package is built for ROS2, a widely used framework for writing robot software. It supports four versions of ROS2 (Humble, Iron, Jazzy, and Kilted Kaiju) and is written in C++ using the C++20 standard. It is packaged as a composable node, which is a ROS2 concept that allows multiple software components to run inside the same process and share data efficiently. A key design goal was to support any number of input sensors. Earlier solutions were limited by a compile-time constraint in a standard ROS2 library that capped the number of inputs at around eight. This package replaces that synchronization logic with a custom implementation that has no such cap. When scans arrive from different sensors, the code waits until it has readings from all of them that are close enough in time (within a configurable window), then merges them together. The merging itself runs in parallel: each sensor's readings are processed simultaneously in separate threads, and the results are combined by taking the closest detected object at each angle. This avoids a slower sequential approach and eliminates the need to convert the data to a 3D point cloud format as an intermediate step. Additional options include filtering out returns above or below a certain height (useful when sensors are tilted), caching transform lookups for fixed-mount sensors to reduce processing overhead, and setting the reliability policy per sensor topic. Configuration is done through a YAML parameter file.

Copy-paste prompts

Prompt 1
I'm using the ali-pahlevani/2d_scan_merger_ros2 package with three LiDAR sensors on my ROS2 Humble robot. Write me a YAML parameter file that merges all three scan topics with a 50ms time sync window and filters out returns above 1.5 meters.
Prompt 2
Explain how to add the 2d_scan_merger_ros2 composable node to an existing ROS2 launch file so it shares a process with my navigation stack.
Prompt 3
My robot uses ali-pahlevani/2d_scan_merger_ros2 and the merged scan is delayed. What configuration options should I tune to reduce latency, and what trade-offs do they involve?
Prompt 4
Show me a ROS2 launch file in Python that starts 2d_scan_merger_ros2 with four sensor topics, caching enabled for fixed-mount sensors, and reliability policy set to best-effort.
Prompt 5
How does ali-pahlevani/2d_scan_merger_ros2 decide which reading wins when two sensors detect objects at the same angle? Explain the merge logic in plain English.
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