Robotics & Intelligent Automation

Sense precisely. Move intelligently. Operate reliably.

Bring sensing, edge intelligence, and control closer to every movement. IGNISFORMA helps robotics manufacturers and automation teams develop connected systems that monitor machine health, understand operating conditions, and respond where it matters.

Explore Sensing Platforms →
Industrial Robot Articulated Joint Condition Monitoring in Automated Assembly
ROBOTIC SYSTEM SENSING • EMBEDDED INTELLIGENCE & HEALTH MONITORING

Intelligence begins with sensorization.

Every robot generates valuable information through motion, vibration, sound, temperature, and electrical load. Capturing these signals helps reveal how the robot is operating—and where attention may be needed.

IGNISFORMA combines embedded sensing, local processing, industrial connectivity, and application engineering to turn physical signals into useful insights for robotic arms, mobile platforms, and automated handling systems.

System-Wide Visibility

Solutions across the robotic system

Drivetrain & Joints

Robotic Joint & Drivetrain Monitoring

Understand the health behind every movement.

Monitor motors, bearings, gearboxes, and actuators using vibration, acoustic, and temperature sensing. Evaluate changes against operating baselines to identify developing abnormalities and support maintenance planning.

  • • Track vibration and temperature trends at critical joints.
  • • Identify unusual acoustic patterns during operation.
  • • Correlate measurements with speed, load, and motion cycles.
  • • Provide condition data to maintenance and supervisory systems.
Grippers & Tooling

End-Effector Sensing

Know what is happening at the point of work.

Integrate sensing into grippers, tooling, and handling mechanisms to improve process visibility. Capture pressure, proximity, temperature, and vacuum signals (force via third-party load cells) to support pickup verification, controlled handling, and assembly checks.

  • • Verify vacuum pickup and monitor pressure loss.
  • • Detect component presence and gripping status.
  • • Monitor tool loading and contact conditions.
  • • Support delicate handling in electronics and semiconductor applications.
Kinematics & IMU

Motion & Orientation Sensing

Add context to robotic movement.

Combine inertial sensing and position feedback to monitor tilt, acceleration, motion, and mechanical disturbances. Supply useful feedback to robot controllers and application software.

  • • Monitor platform orientation and stability.
  • • Detect shocks during handling or transport.
  • • Characterize repetitive motion and settling behavior.
  • • Support motion diagnostics and application tuning.
Hardware: IGFO-100 • XTR 315 Gateway
AMRs & AGVs

Mobile Robot & Autonomous Platform Monitoring

Keep essential operating conditions in view.

Connect onboard sensors and subsystem data to monitor the condition of mobile robots and unmanned platforms. Bring drivetrain, battery, environmental, and payload information into a common monitoring architecture.

  • • Track motor and controller temperatures.
  • • Integrate battery voltage, current, and BMS data.
  • • Monitor payload conditions and enclosure access.
  • • Record vibration and impact events during operation.
Machining & Assembly

Robotic Process & Tool Monitoring

Make process variations visible.

Capture acoustic, vibration, electrical, and process signals (third-party load cells for force) during robotic machining, dispensing, assembly, and inspection. Develop application-specific monitoring to flag departures from expected process behavior.

• Monitor drilling, grinding, and polishing signatures.
• Identify abnormal loading or changes in tool behavior.
• Track repeatability across operating cycles.
• Connect process events with production records.
Embedded Signal Processing

Edge intelligence, close to the machine.

Process sensor data locally to extract useful features, recognize patterns, and generate application-specific alerts. Send relevant events and trends to higher-level systems while retaining local visibility into machine behavior.

STEP 01

Acquire

Capture high-fidelity signals directly from sensors, tooling, and connected robotic subsystems.

STEP 02

Analyze

Extract key statistical features and compare real-time kinematic behavior with validated operating baselines.

STEP 03

Communicate

Share condition indicators, actionable alerts, and diagnostic trends with robot controllers, gateways, and supervisory dashboards.

Models and thresholds are developed around the robot’s actual operating conditions, including speed, payload, tooling, and duty cycle.

Seamless Interoperability

Connect sensing to your automation architecture.

Integrate new sensing capabilities into existing equipment or build them into the next generation of robotic products. IGNISFORMA supports application-specific interfaces spanning sensor acquisition, embedded processing, wired and wireless connectivity, and industrial communications. Interface selection follows your requirements for timing, bandwidth, power, and installation.

Sensor Integration

Inertial, acoustic, temperature, analog, and digital inputs engineered for high mechanical repeatability and low signal drift.

Embedded Intelligence

On-device signal processing, time/frequency-domain feature extraction, and edge inference running directly close to the machine.

System Connectivity

Standard CAN, RS485/Modbus, industrial Ethernet, and low-power wireless interfaces tailored to mechanical routing limits.

Application Integration

Native interfaces for robot controllers, industrial gateways, facility dashboards, and engineering diagnostic tools.

Engineering Methodology

From application concept to integrated hardware.

Bring together the electronics, firmware, mechanical integration, and validation needed for your robotic application.

Engineering Area Scope & Deliverables
Application Definition Measurement objectives, sensor placement, operating conditions, and interface requirements.
Electronics Development Sensor nodes, embedded controllers, interface boards, and power circuitry.
Embedded Software Data acquisition, signal processing, communications, and diagnostics.
Mechanical Integration Compact enclosures, mounting arrangements, and installation considerations.
Validation Signal quality, repeatability, environmental testing, and application trials.
Production Support Design refinement, manufacturing documentation, and production test planning.
Application Fields

Built around your application.

Industrial Robotic Arms

Joint monitoring, actuator diagnostics, and end-effector sensing for heavy articulated arms.

Collaborative Robots (Cobots)

Tool condition, sensitive process feedback, and equipment health monitoring in shared workspaces. Monitoring does not replace ISO 10218 / ISO/TS 15066 safety functions.

Autonomous Mobile Robots & AGVs

Drivetrain condition, onboard environmental sensing, and payload monitoring across dynamic warehouse paths.

Semiconductor Handling

Vacuum monitoring, low-level vibration characterisation, and delicate wafer handling verification.

Robotic Machining & Assembly

Tool loading, high-frequency process signatures, and continuous cycle-to-cycle repeatability monitoring.

Off-Highway & Unmanned Platforms

Rugged orientation, severe mechanical shock, thermal, and critical subsystem monitoring.

Bring intelligence to your next robotic system.

Whether you are adding condition monitoring to an existing robot or developing a new sensing and control platform, IGNISFORMA can help define and engineer the solution.

IGNISFORMA — Crafted for Impact.