Development of camera vision based yard monitoring system ......Development of camera vision based...
Transcript of Development of camera vision based yard monitoring system ......Development of camera vision based...
Development of camera vision based yard monitoring system for
off-shore plant manufacturing
Byeong-Yeol Lee*, Tae-Hyun Baek, Kang-Yeol Lee, Seung-Jin Ha, Dae-Soon Kim
* : Head Researcher
Tel: 82-52-202-3208 Fax: 82-52-250-9587 E-mail : [email protected]
Industrial Technology Institute, Hyundai Heavy Industries Co., Ltd.
Abstract
In the off-shore plant manufacturing process, many assembly blocks are handled in a
vast expense of yard. For the efficiency of block operation, yard monitoring is very
important. In this paper, a camera vision based yard monitoring system, using
augmented reality and image processing algorithms, is studied.
Keywords: offshore plant, stockyard operation, image processing, vision mining
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1. Introduction
2. Background
3. Solution Approaches
4. Results
5. Conclusion
Contents
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Introduction
• Hyundai Heavy Industry has successfully
completed more than 150 projects for the
oil and gas industry worldwide.
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Hyundai Heavy Industry operates the world’s largest
stockyard, covering more than 250 acres
Offshore Plant Construction Projects are performed
concurrently
The overflow of modules and assembly blocks make
the main problems in yard management
Background
The Overview of Stockyard in Offshore & Engine Division
Efficiency Enhancement of Stockyard Operation is Required
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Solution Approaches
Problem : Overflow of assembly blocks at the space limited stockyard
deteriorates the efficiency of stockyard operation
Approaches :
- CCR(Central Control Room) centered yard operation
- Real-time stock yard condition monitoring based
yard operation
Solution :
VSM(Vision-based Stockyard Monitoring) System
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Concept of VSM
A system supplying quantified stockyard condition data
using surveillance camera images
Functions :
- VisionRuler : An approach to measuring the distance
- VisionMiner : An approach to identifying a block using
image processing method
Solution Approaches
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*FOV: Field Of View)
**RES: Resolution
VisionRuler : An approach to measuring
the distance between specific points
Step 1 : Determine the position in camera coordinate
processing camera tilt parameter and camera image
Step 2 : Determine the position in stockyard coordinate
Step 3 : Calculate the distance between specific points
Solution Approaches
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Solution Approaches
VisionMiner : An approach to identify an
assembly block using machine learning method
Step 1 : Separate block to ground
(Edge/Corner Detect Algorithm)
Step 2 : Generate a feature vector for the specific block
Step 3 : Match the feature to feature vector database
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Result
The Result of distance measuring
Displaying stockyard data using augmented reality technology
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Conclusion
VSM(Vision-based Stockyard Monitoring) system is
developed.
VisionRuler : An approach to measuring the distance on
the ground by mapping camera coordinate to yard coordinate.
VisionMiner : An approach to identifying a block using
image processing technology and machine learning.
(Under Development)
VSM can supply real-time stockyard condition
data to yard operators.
The efficiency of stockyard operation is enhanced.