Robot/Physical AIConnect operational data and learning/simulation.
AI development for manufacturing and business
See an implementation sample that you can try by changing the input ↗As individual development and implementation support, you can consult with us on everything from business organization to small-scale verification, system coordination, and operational improvement.
Consult about development and implementation ↗Robot/Physical AI
Connect operational data and learning/simulation.
Robot operation log analysis
We collect records of errors, stoppages, and recovery to help understand trends and investigate causes.
Try sample input/processing results ↗Consult on this topic ↗
Robot learning data preparation
Check for missing video and operation logs, time synchronization, and data format, and organize and convert them according to the learning purpose.
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Motion generation from video
We accept inquiries regarding research and development of converting video movements into robot for learning and simulation evaluation. This is currently under verification and is not a ready-to-delivery service that guarantees operation on robot.
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Simulation/operation evaluation
We set evaluation conditions such as work success rate, contact, and delay, and verify operation under multiple conditions. Actual machine tests will be designed separately.
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- Examples of data used
- Operation log, error history, video, operation log, robot specifications
- Example deliverables
- Log analysis, prepared data, motion for verification, operation evaluation report
First, check with a moving sample.
Robot operation log analysis
Calculate the number of incidents and downtime by cause from outage/recovery logs.
time,robot,event,duration_s 10:00,R-01,grip_error,12 10:05,R-02,vision_timeout,8 10:08,R-01,grip_error,15Try changing the input ↗
Robot learning data preparation
Check for time differences, defects, and time reversals between video and operation logs.
frame,camera_ms,action_ms 0,0,3 1,33,38 2,66,120Try changing the input ↗
Motion generation from video
Visualize the amount of change in joint rows and detect frames to be checked.
frame,joint_rad 0,0 1,0.1 2,0.2Try changing the input ↗
Simulation/operation evaluation
Compare evaluation logs for multiple conditions against agreed criteria.
run,success,contacts,latency_ms BASE-01,1,0,18 BASE-02,1,0,21 DELAY-01,0,2,85Try changing the input ↗
Make a small test and decide whether to introduce it into your business.
Organize work and evaluation criteria
Organize the target business, data used, person in charge of confirmation/approval, and required accuracy. We will estimate the cost, period, and deliverables individually.
Verification with sample data
Prototypes will be produced for a limited number of jobs, and the basis for answers, processing time, oversights, false positives, and correction man-hours will be evaluated.
Collaboration/implementation and operational improvement
The scope of implementation will be determined based on the verification results. You can also consult with us about ongoing contracts for existing system linkage, document updates, accuracy evaluation, operational monitoring and improvement support.
Things to check before installing
Check the usage rights, storage location, access privileges, and whether data can be sent externally. Design for your information management requirements, including on-premises configurations.
Supported formats, accuracy, scope of cooperation, and delivery time vary depending on the target data and environment. Important decisions and approvals will be made by the person in charge, and the final implementation will be determined after checking the results of the prototype.