Research Solution

Research AI Robot Arm Set

High and low-level control at once — down to torque

One set: a controller integrating GPU, AI compute & control SW — plus the arm. Skip the setup — start your research right away.

All-in-one controller + robot armAI compute 275 TOPS1kHz real-time controlEtherCATROS 2Open torque-level control
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Research AI Robot Arm Set

High + low-level, together

Open at torque level · implement control yourself

GPU-integrated controller

AI inference + 1kHz, one box

NVIDIA JetsonPLEM control SW

Multi-robot capable

1 → 4 robots

Runs PLEM Lab GUI

Tune, test, compare real robot motion in one place

Configurations are flexibly quoted to fit your research grant.

Universities and labs using it

인천대학교부경대학교경북대학교한양대학교

Everything a lab needs, in one set

01

Both high-level and low-level control

Handle high-level control like vision and AI inference alongside low-level motor and torque control — all in one set. Customize whichever layer — high-level or low-level — your research requires.

02

Customize low-level control algorithms

PID and ADRC are built in, and the control loop is not closed. Reach into the dynamics model (URDF, gravity) and implement the algorithms below in a 1kHz real-time torque loop (C++ plugin, Python — examples on request).

03

GPU and real-time control in one box

AI inference (NVIDIA Jetson GPU) and 1 ms real-time control run together in a single box. No separate GPU workstation to wire up to the controller — the Docker and research environment come pre-configured.

04

Multi-robot scaling (1 → 4 robots)

Start with a single-robot configuration and scale to four with the same electrical structure — ready for multi-robot and cooperative-control research.

PLEM Lab · Tuning workbench GUI

Tune on the real robot, customize high and low-level

Every research set includes PLEM Lab, a robot control workbench. Gain tuning, experiment design, simulation checks and run comparison, all on one screen. Skip the setup and start your research.

6-axis armW-RC all-in-one controllerPLEM Lab tuning GUI1kHz real-time torque loop
Plem Lab v0.2.8 — TUNING / LIVE
PLEM Lab live tuning screen

Tune with data, not guesswork

1

Live tuning & monitoring

Adjust per-joint gains and apply instantly. Over 100 telemetry signals such as position, velocity, error and torque on live charts.

2

Experiment design & simulation

Design a stimulus and check feasibility in a 3D simulation before running the real robot.

3

Runs that log and compare

Every run keeps its parameters, so cause and effect line up side by side.

4

Bring your own controller

The PID on screen is only an example. Drop in your own controller and run the same workflow.

A control loop that is not closed, open all the way down to the torque level. Customize whichever layer, high or low, your research needs.

Connect → Tune → Design → Simulate → Run & capture → Compare

Experiment design
EXPERIMENT · Experiment design
Simulation check
SIMULATION · Simulation check
Run & capture
RUNS · Run & capture
Compare
COMPARE · Compare

Technical specifications

Robot arm — e.g. INDY7

DOF
6 (revolute)
Payload
7 kg
Max reach
1.3 m
Repeatability
±0.1 mm
Joint speed
150–180 °/s
Tool speed
1 m/s
Weight
28 kg

Example configuration — Yaskawa, Doosan, and custom arms also supported

Controller — WIM Robot Controller

SoC
NVIDIA Jetson Orin AGX
AI compute
275 TOPS (INT8)
Memory
64GB LPDDR5
Control cycle
1 ms (1kHz) · jitter ±4.1μs
Simultaneous axes
128
Fieldbus
EtherCAT · EtherNet/IP · Modbus TCP
I/O
Digital 8 in · 8 out (EtherCAT-expandable)
Network
5× 1Gbps · Wi-Fi · BT
E-stop
max 16.32 ms (KIRIA certified)
Power
90–264 VAC (universal)
Size · Weight
238 × 352 × 207 mm · < 11 kg

Software · Control — PLEM

Platform
PLEM (ROS 2 native)
Motion planning
MoveIt 2 + cuMotion
Control layers
High (vision·AI) + low (torque) together
Control algorithms
PID·ADRC built-in + custom torque plugin (examples on request)
Monitored signals
Joint position · velocity · torque
AI deployment
Docker container · model deploy
Multi-robot
1 → 4 robots

We configure it to your research topic and scale

Pricing depends on the configuration. Reach out anytime.

Request a configuration
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