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IBL-26-0886Mobile Robot Evaluating Traversability Based on Self-Supervised Learning
Mobile Robot Evaluating Traversability via Self-Supervised Learning of Elevation Map Features

This technology is a self-supervised mobile robot that converts 3D point cloud data into grid-based elevation maps, extracts multiple terrain features, and generates an AI model to determine traversability through a self-learning algorithm.

Existing manual labeling methods are costly, simulation data often differs from real-world environments, and simple threshold-based rules struggle to provide precise traversability assessments in complex urban settings.

This technology proposes a method that initializes positive samples from previous driving trajectories and negative samples from grids exceeding thresholds, then iteratively refines the model by reclassifying data based on the classifier's inference probability. This allows the model to improve its accuracy autonomously without human manual labeling. It can be applied to outdoor delivery and patrol robots, providing an economical solution that adapts to new environments without the need for separate data collection.

Key Features:
  • Elevation map generation unit that creates grid-based elevation maps using LiDAR point cloud data
  • Feature extraction unit that extracts multiple types of feature values, such as slope and roughness, for each grid from the generated elevation map
  • Dataset generation unit that creates labeled and unlabeled datasets based on feature values for labeling
  • Self-learning unit that generates an AI model for traversability assessment through self-supervised learning using the two datasets
로봇/휴머노이드 기술
Robot Technology
Wheeled/Tracked Robots
Control/AI/SW
Korea University
Woo-jin Jung | Hyun-seok Lee
Industry
robot•automation
Technology
Robotics
Artifical Intelligence
Country
Korea
United States
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0884Laparoscopic camera control robot based on surgical video analysis and method for adjusting laparoscopic camera views using the same
Laparoscopic camera control robot with automated view adjustment based on surgical video analysis

This technology is a laparoscopic camera control robot and a method for adjusting the camera view that uses AI algorithms to analyze real-time laparoscopic surgical footage. It autonomously controls the optimal camera perspective by recognizing surgical instruments, anatomical structures, and surgical actions.

The quality of laparoscopic camera operation has historically been inconsistent, depending on the skill level and fatigue of the surgical assistant. Furthermore, manual operation methods often lead to interruptions in the surgeon's workflow and a decrease in concentration.

This technology proposes a method that adjusts the camera center based on the position of surgical instruments within the laparoscopic video, corrects screen tilt by analyzing anatomical structures and environmental data, and automatically performs zoom-in and zoom-out functions based on the analysis of surgical actions. Applicable to all types of laparoscopic surgery, it reduces reliance on assistant personnel while simultaneously enhancing the surgeon's focus and the overall quality of the procedure.

Key Features:
  • A step of acquiring real-time surgical footage from the laparoscopic camera during surgery
  • A step of identifying the surgical instruments and anatomical structures appearing in the acquired surgical footage
  • A step of analyzing surgical actions corresponding to the movement of the surgical instruments within the footage
  • A step of adjusting the laparoscopic camera view based on the identification and analysis results

This invention was developed with support from the Ministry of Science and ICT for the development of an automated rectal cancer surgery stage recognition system based on deep learning analysis of surgical video data.

로봇/휴머노이드 기술
Robotics Technology
Robot Arm/Manipulator
Control/AI/SW
Korea University
Kwak Jeong-myeon
Industry
healthcare•pharm
robot•automation
Technology
Medical devices
Image processing
Country
Korea
Price
가격협의
Price negotiable
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Available
Available
IBL-26-0883Magnetic Field Synthesis Control Device Using Minimum Infinity-Norm Current Solution
Magnetic Field Synthesis Control Device Using Minimum Infinity-Norm Current Solution

This technology is a magnetic field synthesis control device that forms a magnetic field of a specific direction and intensity at a desired location by controlling the current applied to multiple coils. It determines the optimal current command within the rated current limit using a minimum infinity-norm current solution.

Previously, limitations in coil rated current often resulted in reduced synthetic magnetic field strength or unintended deviations in direction.

This technology proposes a method that calculates a first current command using the least squares method and a second current command that minimizes the infinity norm, determining the optimal current command within the rated current limit. This enables stable control that maximizes magnetic field synthesis performance without exceeding coil ratings. It can be utilized as a core control technology to maximize coil performance in fields requiring precise magnetic field control, such as magnetically driven microrobots, precision medical devices, and magnetic levitation systems.

Key Features:
  • Magnetic field information input unit that receives data regarding the target magnetic field intensity and direction to be generated by multiple coils
  • Drive matrix calculation unit that computes a drive matrix indicating the unit current magnetic flux density of multiple coils by referencing a lookup table
  • Configuration that calculates a first current command by applying the least squares method to the current solution obtained from magnetic field information and the drive matrix
  • Configuration that calculates a second current command that minimizes the infinity norm among current solutions and determines the optimal current command within the rated current range
로봇/휴머노이드 기술
Robot Arm/Manipulator
Control/AI/SW
Seoul National University
Jeong-Ik Ha | Jin-Soo Hong | Sang-Won Lee
Industry
robot•automation
electrical devices
Technology
Robotics
Electric & Electronics
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0882Soft actuator and soft gripper using the same
Fluid-Driven Soft Actuator Implementing Bending via Folding Structures and Deployment Limiters

This technology is a soft actuator and soft gripper that operates by injecting fluid into a flexible, zigzag-folded chamber to induce expansion. It achieves both linear deployment and bending motions by physically controlling the deployment angle through deployment limiters positioned between the folds.

Pneumatic soft robots have historically faced issues with large footprints due to internal chamber design and a tendency to sag under their own weight when not in operation.

By applying an origami-inspired structure, this technology minimizes size when not in use and utilizes fixed deployment limiters between the folding surfaces to restrict expansion in specific directions during fluid injection. This allows for the control of complex deployment and bending motions within a single actuator. It is suitable for applications in logistics automation, medical assistive devices, and end-effectors for collaborative robots, and is particularly advantageous for equipment where space efficiency is critical due to its foldable, compact storage design.

Key Features:
  • A folding actuator unit featuring an internal chamber that expands when fluid is introduced.
  • A deployment limiter fixed only to the ends of the folds between two folded surfaces on one side of the actuator.
  • A configuration where the deployment limiter restricts expansion on one side during the deployment of the folding actuator.
  • A soft actuator where the deployment limiter is formed as a folding structure that expands between two folded surfaces.

This invention was developed with support from the Ministry of Trade, Industry and Energy for the development of collaborative assistive robot arms using foldable hybrid soft robot technology.

로봇/휴머노이드 기술
Robot Arm/Manipulator
Mechanism/Hardware
Seoul National University
Kyu-Jin Cho | Ung-Bae Kim
Industry
robot•automation
Technology
Robotics
Mechanical engineering
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0881Longitudinal bellows vacuum suction cup
Longitudinally Deployable Vacuum Suction Cup with Automatic Deployment and Retraction via Vacuum Negative Pressure

This technology is a longitudinally deployable vacuum suction cup that automatically deploys and grips objects by adapting to their position and orientation without the need for separate sensing or control, utilizing a mechanism that retracts the gripper body using vacuum pump negative pressure and expands it through external atmospheric pressure.

Conventional rigid cylindrical grippers cannot grip tilted objects, while standard bellows-type grippers are limited to objects at distances shorter than their initial length, and both require additional equipment to accurately detect the position and angle of objects in unstructured environments.

This technology proposes a system combining a pneumatic control system using a vacuum pump and a three-way valve, a deployable gripper body made of flexible polymer, and an external spring positioned between the body and an internal hose. This allows the gripper to automatically retract and generate gripping force upon contact without sensor feedback. It enables gripping without a separate vision system in environments where object shapes and placements are inconsistent, such as logistics picking, food packaging, and agricultural sorting, significantly reducing the implementation costs of automated equipment.

Key Features:
  • A vacuum pump that generates a vacuum and multiple air hoses connected to it for air circulation
  • A deployable gripper body connected at one end to the multiple air hoses, and an internal air transfer hose
  • An external spring positioned between the gripper body and the internal air transfer hose
  • A three-way valve connecting the vacuum pump to a suction member that is coupled to the other end of the gripper body to grip objects

This invention was developed with support from the Human-Centered Soft Robot Technology Research Center of the Ministry of Science and ICT, and the development of collaborative assistive robot arms using foldable hybrid-actuated soft robot technology from the Ministry of Trade, Industry and Energy.

로봇/휴머노이드 기술
Robot Arm/Manipulator
Mechanism/Hardware
Seoul National University
Kyu-Jin Cho | Jae-Min Eom | Yun-Ah Yu | Min-Jo Park
Industry
robot•automation
Technology
Robotics
Mechanical engineering
Country
Korea
United States
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0876Refining Mechanism
Soft Robotic Mechanism for Canceling Tension Interference via Helical Steering Wire Arrangement

This technology utilizes two groups of steering wires arranged in helical patterns in opposite directions along the backbone of a soft robot. By alternating the distance of each wire from the backbone's center, it cancels out unintended tension interference caused by wire length changes during backbone bending.

In soft mechanisms, relative displacement between the steering wires and the backbone during bending often leads to unintended tension on the end-effector, resulting in reduced steering precision.

This technology features steering wire groups with opposing helical structures placed on the outer surface or inside of a longitudinally extending backbone. By alternating their positions between the inner and outer sides at each helical period, the system mechanically cancels out the length differences caused by backbone bending. Applicable to surgical soft robots, endoscopes, and inspection robots for confined spaces, it enhances steering precision by neutralizing unintended tension during bending.

Key Features:
  • A backbone extending longitudinally, featuring helical grooves on its outer surface to accommodate steering wires.
  • A first steering wire group arranged in a first helical direction along the backbone to transmit manipulation force to the end-effector.
  • A second steering wire group arranged in a second helical direction along the backbone to transmit manipulation force to the end-effector.
  • A structure where the two steering wire groups are positioned at varying lateral distances from the center of the backbone.

This invention was developed with support from the Ministry of Trade, Industry and Energy for the development of robot task control technology capable of grasping, manipulating, and using tools on various objects in daily environments based on multimodal perception.

로봇/휴머노이드 기술
Robotics Technology
Robot Arm/Manipulator
Mechanism/Hardware
Hanyang University, ERICA campus
Byung-Ju Lee | Hwan-Taek Ryu
Industry
robot•automation
Technology
Robotics
Mechanical engineering
Country
Korea
United States
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0875Sensing gripper and manufacturing method thereof
Soft Robotic Gripper with Multi-Layer Sensor Skin and Optical Waveguide Joint for Force and Bending Sensing

This technology is a soft robotic gripper composed of a multi-layer elastomer sensor skin and a joint utilizing optical waveguide modes. It employs a multi-layer thin-film sensor skin (bottom, core, and top layers) to sense contact force with objects, and incorporates a flexible joint structure with an embedded core sensor that uses optical waveguide modes to measure the bending angle of the joint.

Conventional SDM-based soft grippers involve complex and time-consuming manufacturing processes and lack an integrated sensing structure capable of simultaneously and precisely measuring both contact force and finger bending angles.

This technology utilizes 3D-printed rigid molds to create soft molds, enabling the integrated manufacturing of elastomer-based phalanges, multi-layer sensor skins, and optical waveguide joints. The sensor skin is formed with a multi-layer structure of varying flexibility to detect contact force, while the joint combines a core sensor and an outer shell to detect bending angles. Applicable to logistics picking, precision assembly, and service robots, this solution enables simultaneous measurement of contact force and bending angles while simplifying production through soft molding.

Key Features:
  • A first phalange section including a first phalanx and a first sensor skin formed on its surface to sense contact force with objects
  • A second phalange section including a second phalanx and a second sensor skin formed on its surface to sense contact force with objects
  • A joint section connecting the first and second phalange sections, configured to sense its own bending angle during gripping operations
  • A core sensor layer formed between the bottom and top sensor layers, featuring optical waveguide modes

This invention was developed with support from the Ministry of Trade, Industry and Energy for inflatable soft robotic arm technology for the care of the elderly and patients.

로봇/휴머노이드 기술
Robotics Technology
Robot Arm/Manipulator
Sensing/Perception
Hanyang University, ERICA campus
Young-Jin Choi | Babar Jamil | Kwang-Yul Cha
Industry
robot•automation
Technology
Robotics
Optics•Sensor
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0874Wearable knee assist device
Wearable knee assist device with reduced power consumption through link elasticity and geometric configuration

This technology is a wearable knee assist device that combines a link structure mounted on the wearer's lower limb with an actuator. It minimizes resistance during walking by overlapping the links and supports loads with minimal power during standing by utilizing the elasticity and mechanical geometric configuration of the links.

Conventional wearable knee assist devices rely entirely on motor drive, leading to high battery consumption, the need for frequent charging, and reduced operational efficiency due to battery capacity limitations.

By combining an actuator located at the joint with a variable-length link equipped with extension-direction elasticity, this technology eliminates actuator resistance in walking mode and minimizes torque load through the geometric configuration of the links in support mode. It is applicable to muscle strength assistance in industrial settings and gait support for the elderly, ensuring practicality for long-term wear without the burden of frequent charging.

Key Features:
  • Joint O positioned to correspond to the wearer's knee and Joint A positioned to correspond to the area below the knee
  • Joint C positioned to correspond to the wearer's thigh and Joint B positioned at a distance behind the lower limb
  • An actuator and Joint D configured to adjust the angle between link OC and link BC
  • Link AB is designed with a variable length and elasticity in the extension direction to support loads
로봇/휴머노이드 기술
Robotics Technology
Wearable Robot
Mechanism/Hardware
Kwangwoon University
Woo-sung Yang | Jae-ho Noh
Industry
healthcare•pharm
robot•automation
Technology
Medical devices
Mechanical engineering
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0873Electrode array wearable device for human-robot interfaces, EMG measurement result determination device for human-robot interfaces, and human-robot interface systems including the same.
EMG Measurement Device for Human-Robot Interfaces Using Metal-Rubber Electrode Arrays and Shielded Amplifiers

This technology is an interface system for human-robot interaction that acquires electromyography (EMG) signals using a metal-rubber electrode array—composed of elastic material and metal particles—integrated into a body-hugging wearable device. It utilizes ultra-short amplifiers within metal shielding to eliminate noise and controls robotic devices based on measured waveforms and signal propagation path information.

Limitations in human neural potential measurement technology have made it difficult to implement accurate bidirectional human-robot interfaces, particularly resulting in low data precision in environments requiring high-sensitivity measurement, such as rehabilitation therapy and virtual reality.

This technology enhances body contact through elastic metal-rubber electrodes infused with metal particles, suppresses noise with metal shielding, and determines the temporal and spatial propagation paths of EMG waveforms in real time. It can be applied to rehabilitation therapy, prosthetic control, and virtual reality interaction, significantly improving the reliability of human-robot interaction through precise biosignal acquisition.

Key Features:
  • A wearable device for human-robot interfaces designed to wrap around at least one part of the body.
  • A plurality of measurement electrodes positioned to contact the body to measure EMG, including coordinate information based on their placement.
  • Amplifiers with metal shielding, each connected to a plurality of measurement electrodes to amplify EMG measurement waveforms.
  • The measurement electrodes are formed of metal rubber, a composite material consisting of elastic rubber infused with metal particles.
로봇/휴머노이드 기술
Robotics Technology
Wearable Robots
Sensing/Perception
Kwangwoon University
Jun-Seop Shim | Kyung-Jun Jin | Mu-Kyung Yoo
Industry
healthcare•pharm
robot•automation
Technology
Human-machine interface
Medical devices
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0872Spinal support unit and biomimetic kyphosis orthosis
Human-Spine-Mimicking Kyphosis Assistive Device

This technology relates to a spinal assist unit and a human-spine-mimicking kyphosis assistive device, specifically a wearable device designed to correct and support spinal curvature while the user is in an upright position.

Conventional spinal orthotics are rigid, significantly restricting torso movement and causing discomfort in daily life. Furthermore, they are difficult to adapt to individual body types, making long-term wear challenging.

This technology utilizes a semi-active approach, connecting multiple spinal assist units to mimic the human spine and adjusting tension via a wire-driven system, allowing for customized support tailored to the wearer's height, width, and weight.

Key Features:
  • A lumbar support section that makes surface contact with the back where the spine is positioned when worn, featuring a pair of wing sections extending horizontally at both ends.
  • A drive member connected to the rear of the lumbar support via a hinge, which transmits the driving force of the wire to the wearer.
  • A recessed section formed along the vertical direction between the pair of wing sections, where the spinous process of the spine is positioned when worn.
  • A plurality of spinal assist units stacked along the longitudinal direction of the spine, each designed to be detachable and attachable.

This invention was developed with support from the Ministry of Trade, Industry and Energy for the development of a human-augmentation hybrid robot suit capable of safe 100m sprints in 7 seconds and comfortable 12-hour wear, as well as the development of core technologies for string-twist-based, compact, lightweight, high-performance, and highly durable safe drive modules utilizing string surface reinforcement, variable radius pulleys, and hybrid drive control.

로봇/휴머노이드 기술
Robotics Technology
Wearable Robots
Mechanism/Hardware
Chung-Ang University
Dong-Jun Shin | Seong-Hun Kim | Dong-Eon Lee
Industry
robot•automation
healthcare•pharm
Technology
Robotics
Medical devices
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0871Hip-joint elastic suit for physical movement assistance and method of operating the same
Hip-Joint Elastic Suit for Enhanced Walking Speed and Stability

This technology relates to a hip-joint elastic suit and its operating method for physical movement assistance, specifically a non-powered wearable suit that uses elastic elements to assist with hip flexion and extension.

Older adults with reduced muscle mass often experience slower walking speeds and decreased stability, leading to a higher risk of falls. However, existing powered assistive devices are heavy and expensive, making them difficult to wear for daily use.

By connecting the main belt to the thigh-worn components using elastic elements and adjusting the assistive force via length-adjustment members, this technology provides a lightweight and convenient way to improve walking speed and stability.

Key Features:
  • A main belt worn around the user's waist and a support-fixing unit to secure the main belt in place.
  • Thigh-worn garments fitted to each of the user's legs, to which the lower ends of the elastic elements are connected.
  • Elastic elements that are detachably mounted between the lower part of the main belt and the upper part of each thigh-worn garment.
  • Multiple elasticity adjustment modules that can be activated or deactivated by segment to control the elastic force and elasticity profile of the elastic bands.

This invention was developed with support from the Ministry of Science and ICT for "Machine Learning and Extended Reality for High-Speed Mutual Adaptation between Users and Wearable Robots," and the Ministry of Trade, Industry and Energy for the "Development of Human-Augmented Hybrid Robot Suits Capable of Safe 100m Sprints in 7 Seconds and Comfortable 12-Hour Wear."

로봇/휴머노이드 기술
Wearable Robot
Mechanism/Hardware
Chung-Ang University
Ki-Wook Lee | Jae-Ha Yang | Jun-Il Park | Ji-Hoon Kim | Seong-Jin Park
Industry
robot•automation
healthcare•pharm
Technology
Robotics
Human-machine interface
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0869Method and apparatus for gait environment classification based on surface electromyography using artificial neural networks
Gait Environment Classification Technology Using Artificial Neural Network Analysis of Surface Electromyography (sEMG) Data

This technology is a method and device that collects muscle activation data for various gait environments using surface electromyography (sEMG) sensors attached to multiple lower limb muscles, such as the rectus femoris, vastus medialis, and tibialis anterior, and uses this data as input for an artificial neural network to estimate and classify the user's gait environment.

Surface electromyography signals are difficult to classify accurately due to their complex patterns and non-linear characteristics, making it challenging to detect transitions in gait environments early enough to control assistive robots effectively.

This technology proposes a method for estimating gait environments by utilizing electromyography profiles from 11 lower limb muscle sites as inputs for an artificial neural network. It can be applied to exoskeleton gait assistive robots and rehabilitation equipment, enabling rapid recognition of changes in the user's gait environment to provide natural and safe assistance.

Key Features:
  • Collecting lower limb muscle activation data during gait for each environment using surface electromyography sensors
  • Estimating and classifying the gait environment through an artificial neural network using the collected muscle activation data as input
  • Configuration involving the attachment of surface electromyography sensors to lower limb muscles, including the rectus femoris, vastus medialis, vastus lateralis, semitendinosus, and biceps femoris
  • Configuration for acquiring signals by attaching additional sensors to the tibialis anterior, soleus, medial gastrocnemius, lateral gastrocnemius, and flexor hallucis longus

This invention was developed through the Ministry of Science and ICT's project on early detection algorithms for gait environment transitions based on biosignals using deep learning techniques and support for the unaffected side.

로봇/휴머노이드 기술
Robotics Technology
Wearable Robots
Sensing/Perception
Sogang University
Choong-Soo Shin | Pan-Kwon Kim | Jin-Kyu Lee
Industry
healthcare•pharm
robot•automation
Technology
Artifical Intelligence
Medical devices
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0868Method for correcting position information of an underwater robot capable of 3D scanning underwater
Loop Closure-Based Localization Correction Technology for 3D Underwater Scanning Robots

This technology corrects accumulated localization errors along a robot's path using loop closure. It works by having an underwater robot perform an initial 3D scan of an object at a starting position, traverse multiple locations, and then return to the starting position to perform a second scan of the same object.

In underwater environments, localization errors accumulate as the robot moves, which degrades the consistency of 3D scan data. Previously, it was difficult to ensure accurate localization without relying on expensive, high-precision sensors.

This technology proposes a method to correct both yaw sensor errors and path-based localization data by comparing the first and second scans of the same object. It is applicable to underwater tunnel inspections and marine structure surveys, providing an economical solution for obtaining precise 3D data without the need for expensive navigation equipment.

Key Features:
  • Performing an initial 3D scan of an object at a starting position to extract its 3D shape.
  • Moving to n different locations and performing 3D scans of objects at each position.
  • Returning to the starting position from the final location to perform a second 3D scan of the initial object.
  • Correcting localization data by applying loop closure to the first and second scan information and the movement path.

This invention was developed with support from the Smart Underwater Tunnel System Research Center, funded by the Ministry of Science and ICT.

로봇/휴머노이드 기술
Robotics Technology
Aerial/Underwater Robots
Control/AI/SW
Pohang University of Science & Technology
Juhwan Kim | Seoncheol Yu | Taesik Kim | Seokyong Song | Youngun Song | Jaeseon Kim | Minseong Seong
Industry
robot•automation
fisheries
Technology
Robotics
Optics•Sensor
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0867Joint positioning device
Joint Positioning Device Supporting Multi-Joints with a Single Spring Balancer and Tension Wire

This technology is a joint positioning device that maintains the position of a multi-joint system by redirecting a unidirectional force from a spring balancer via a tension wire to deliver gravity compensation to linear and rotary joints.

In multi-joint robots, installing individual gravity compensation devices for each joint increases the number of components, adds to the overall mass and volume of the system, and leads to structural complexity and inefficiency.

This technology proposes a method where force applied from a single source is transmitted via a tension wire to the connection points of the linear guide rolling unit and the first and second rotary joints. By winding the wire multiple times around the connection and auxiliary connection parts, the required force is efficiently amplified and transmitted. Applicable to industrial robot arms and medical stands, this system supports the entire multi-joint structure with a single compensation device, achieving both weight reduction and structural simplification.

Key Features:
  • A force application unit consisting of a spring balancer located on one side of the base frame that provides continuous, unidirectional force.
  • A redirection roller positioned on the upper side, opposite the force application unit, to change the direction of the tension wire's force.
  • A tension wire connected at one end to the force application unit and routed around the redirection roller to transmit force in a new direction.
  • A linear guide and rotary joint assembly that receives force from the tension wire to maintain its position against gravity.

This invention was developed with support from the Ministry of Trade, Industry and Energy for the development of human-centered smart dual-arm transfer assistance robots.

로봇/휴머노이드 기술
Robotics Technology
Robot Arm/Manipulator
Mechanism/Hardware
Korea University
Jae-Bok Song | Won-Beom Lee
Industry
robot•automation
Technology
Robotics
Mechanical engineering
Country
Korea
Price
가격협의
Price negotiable
Sold
Available
Available
IBL-26-0866AI-based robot system with collision detection and AI-based training data generation method for robot joint collision detection
AI-Based Robot Collision Detection System Predicting Dynamic Collision Ranges via Normal Operation Data Learning

This technology is a robot system and learning data generation method that determines collisions in real-time by generating training data from the variance between control target values and actual measured values of robot joints during non-collision states, and predicting dynamic normal operating ranges using an AI learning model.

Conventional torque sensor-based collision detection involves high hardware costs, motor current-based methods are prone to false positives due to friction, and existing AI approaches often suffer from reduced robot durability during the collection of actual collision data.

This technology proposes a method that calculates time-series maximum and minimum measured values from normal, non-collision operation data using sliding window and moving average techniques, utilizing them as training data to predict dynamic collision ranges. This enables accurate collision detection without the need for additional sensors. It can be applied to safety certification for collaborative robots and industrial manipulators, replacing expensive torque sensors while ensuring both safety and cost-efficiency.

Key Features:
  • A joint drive unit that operates robot joints according to control target values, and a motion measurement unit that captures actual measured values.
  • A collision range prediction unit featuring an AI-based learning model that predicts the dynamic normal operating range of joints based on training data.
  • A collision determination unit that assesses whether a collision has occurred based on the prediction results and actual measured values.
  • A data generation unit that creates training data by calculating time-series maximum and minimum measured values from data collected during non-collision states.

This invention was developed with support from the Ministry of Trade, Industry and Energy for the development of deep reinforcement learning-based collaborative task technology capable of intelligently responding to unstructured work environments, such as assembly tasks.

로봇/휴머노이드 기술
Robot Arm/Manipulator
Control/AI/SW
Korea University
Jae-Bok Song | Jong-Sul Moon
Industry
robot•automation
Technology
Robotics
Artifical Intelligence
Country
Korea
Price
가격협의
Price negotiable
Category
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