🤖 Industrial Robotics · LiDAR Perception · Embedded Linux

Autonomous Robotics Engineering & Real-Time Compute

Open technical blueprints, 3D LiDAR SLAM sensor fusion pipelines, quantized TensorRT vision benchmarks, and deterministic Linux kernel tuning for robotic manipulators and autonomous mobile platforms.

1000 Hz
EtherCAT Servo Loop
< 0.45 ms
PREEMPT_RT Jitter
142 FPS
Orin TensorRT Vision
CHASSIS: AMR-CKW-04 (OMNI-DRIVE) LIDAR: 360° LOCK
OS1-64 LiDAR BLDC Hub 48V
3D Point Cloud Density65,536 pts/scan · 20 Hz
Edge AI Compute ModuleJetson AGX Orin (275 TOPS)
CAN-FD Actuator Bus5.0 Mbps · Zero Frame Drop

Autonomous Robotics & Perception Stack

Modular ROS 2 Humble nodes for spatial mapping, neural depth estimation, and deterministic actuator control.

LIO-SAM VOXEL MAP
01

3D LiDAR + IMU SLAM Navigation

Tightly coupled factor-graph SLAM combining 64-beam LiDAR point clouds with 400 Hz IMU pre-integration for sub-centimeter indoor localization.

ros2 launch ckw_amr lio_sam.launch.py \
   voxel_size:=0.05 imu_rate:=400
PALLET 0.98 OBSTACLE 1.4m
02

TensorRT Stereo Depth & Vision

Hardware-accelerated INT8/FP16 object detection and semantic occupancy grids running with zero-copy NITROS buffers on embedded GPUs.

trtexec --onnx=yolov8m_seg.onnx \
  --fp16 --saveEngine=vision.engine
ETHERCAT SYNC0 · 1000 HZ MAX JITTER: 18μs
03

Deterministic Linux PREEMPT_RT

CPU core isolation (`isolcpus=2,3`), IRQ pinning, and lockless ring buffers for hard real-time robotic joint trajectory controllers.

sudo cyclictest --smp -p 95 \
  -i 200 -d 0 -D 10m

Robotic Reference Platforms & Actuators

Standardized hardware schematics for quasi-direct-drive (QDD) quadruped actuators and industrial cobot arms.

Interactive 6-DOF Robotic Arm Kinematics & Torque Simulator

Adjust payload mass, reach length, and angular acceleration to compute joint torque and visualize manipulator posture.

Static Gravity Torque: 44.15 N·m
Dynamic Inertial Torque: 26.33 N·m
Peak Shoulder Joint Torque (SF 1.25): 88.09 N·m
Recommended Harmonic Drive: SHG-25-100 (100:1)
6-DOF MANIPULATOR KINEMATICS REACH: 0.90m