Image Based Process Monitoring Using Low Rank Tensor
Image and video sensors are increasingly being deployed in complex systems due to the rich process information that these sensors can capture. As a result, image data play an important role in process monitoring and control in different application domains such as manufacturing processes, food industries, medical decision-making, and structural health monitoring. Existing process monitoring techniques fail to fully utilize the information of color images due to their complex data characteristics including the high-dimensionality and correlation structure (i.e., temporal, spatial and spectral correlation).
This paper proposes a new image-based process monitoring approach that is capable of handling both grayscale and color images. The proposed approach models the high-dimensional structure of the image data with tensors and employs low-rank tensor decomposition techniques to extract important monitoring features monitored using multivariate control charts. In addition, this paper shows the analytical relationships between different low-rank tensor decomposition methods. The performance of the proposed method in quick detection of process changes is evaluated and compared with existing methods through extensive simulations and a case study in a steel tube manufacturing process.
Related Matlab Project Titles:
- Pixel-Level Tissue Classification for Ultrasound Images.
- Corneal-Imaging Calibration for Optical See-Through Head-Mounted Displays.
- Adjoint Active Surfaces for Localization and Imaging.
- Real-Time Mobile 3D Temperature Mapping.
- An Efficient MRF Embedded Level Set Method for Image Segmentation.
- Electronic Field Free Line Rotation and Relaxation Deconvolution in Magnetic Particle Imaging.
- Exact Confidence Intervals for Channelized Hotelling Observer Performance in Image Quality Studies.
- Ultrasound Volume Projection Imaging for Assessment of Scoliosis.
- Automatic Deformable MR-Ultrasound Registration for Image-Guided Neurosurgery.
- Multi-Modality Vertebra Recognition in Arbitrary Views using 3D Deformable Hierarchical Model.
- Patient-Specific Biomechanical Model for the Prediction of Lung Motion From 4-D CT Images.
- Towards Large-Scale Histopathological Image Analysis: Hashing-Based Image Retrieval.
- Efficient Monte Carlo Image Analysis for the Location of Vascular Entity.
- Design and Laboratory Results of a Plenoptic Objective: From 2D to 3D With a Standard Camera.
- Experimental Validation of an Efficient Fan-Beam Calibration Procedure for k -Nearest Neighbor Position Estimation in Monolithic Scintillator Detectors.
- An Optomechatronics Inspection Technique of TFT Array Flaw Applied to Medical Display.
- An Integrated Widefield Imaging and Spectroscopy System for Contrast-Enhanced, Image-guided Resection of Tumors.
- A Low-Operating-Voltage Wireless Intermediate-Range Scheme for Energy and Signal Transmission by Magnetic Coupling for Implantable Devices.
- Efficient Training of Convolutional Deep Belief Networks in the Frequency Domain for Application to High-Resolution 2D and 3D Images.
Subscribe Our Youtube Channel
You can Watch all Subjects Matlab & Simulink latest Innovative Project Results
We want to support Uncompromise Matlab service for all your Requirements Our Reseachers and Technical team keep update the technology for all subjects ,We assure We Meet out Your Needs.
- Matlab Research Paper Help
- Matlab assignment help
- Matlab Project Help
- Matlab Homework Help
- Simulink assignment help
- Simulink Project Help
- Simulink Homework Help
- Matlab Research Paper Help
- NS3 Research Paper Help
- Omnet++ Research Paper Help
- Customised Matlab Assignments
- Global Assignment Knowledge
- Best Assignment Writers
- Certified Matlab Trainers
- Experienced Matlab Developers
- Over 400k+ Satisfied Students
- Ontime support
- Best Price Guarantee
- Plagiarism Free Work
- Correct Citations
Expert Matlab services just 1-click
Unlimited support we offer you
For better understanding purpose we provide following Materials for all Kind of Research & Assignment & Homework service.
- Result snapshot
- Video Tutorial
- Instructions Profile
- Sofware Install Guide
- Execution Guidance
- Implement Plan
Matlab projects innovators has laid our steps in all dimension related to math works.Our concern support matlab projects for more than 10 years.Many Research scholars are benefited by our matlab projects service.We are trusted institution who supplies matlab projects for many universities and colleges.
Reasons to choose Matlab Projects .org???
Our Service are widely utilized by Research centers.More than 5000+ Projects & Thesis has been provided by us to Students & Research Scholars. All current mathworks software versions are being updated by us.
Our concern has provided the required solution for all the above mention technical problems required by clients with best Customer Support.
- Novel Idea
- Ontime Delivery
- Best Prices
- Unique Work