nuluh/thesis
1
0
Fork 0
Code Issues 47 Pull Requests Actions Packages Projects Releases 1 Wiki Activity

QUGS Data #19

New Issue
Open
opened 2024-09-03 01:57:15 +00:00 by nuluh · 0 comments
nuluh commented 2024-09-03 01:57:15 +00:00 (Migrated from github.com)
Copy Link

Data Source

Considering the use of secondary data from the Queensland University Grandstand Simulator (QUGS), available at QUGS Benchmark. This dataset features vibration data captured from a 2D grid structure of a lab-level steel grandstand simulator. The structure includes scenarios with loosening bolts, which closely simulates potential real-world damage scenarios. Utilizing this pre-existing, well-calibrated data is deemed more effective and efficient than constructing and instrumenting a new beam setup from scratch.

Advantage

Using QUGS data provides several advantages:

  • Equipment Quality: The equipment used in the QUGS setup is highly calibrated, ensuring reliable and high-quality data.
  • Cost and Time Efficiency: Leveraging this data saves significant time and resources that would otherwise be required to build and calibrate a new experimental setup.
  • Real-World Relevance: The data from a grandstand simulator provides a complex but relevant approximation to real-life structures, enhancing the applicability of the research findings.

Challenge

The primary challenge lies in converting the 2D grid structure data into a format suitable for 1D analysis. This conversion is critical as my analysis focuses on a 1D simple beam model, whereas the QUGS data is designed for comprehensive 2D grid analyses, typically processed using 1D CNN in real-time for damage localization.

Objective

The objective of this issue is to discuss and develop strategies for:

  • Converting 2D grid structure vibration data into 1D beam data.
  • Implementing SVM for damage detection and localization based on the transformed data.
  • Ensuring that the conversion process retains critical information necessary for accurate damage localization.
## Data Source Considering the use of secondary data from the Queensland University Grandstand Simulator (QUGS), available at [QUGS Benchmark](https://www.structuralvibration.com/benchmark/qugs/). This dataset features vibration data captured from a 2D grid structure of a lab-level steel grandstand simulator. The structure includes scenarios with loosening bolts, which closely simulates potential real-world damage scenarios. Utilizing this pre-existing, well-calibrated data is deemed more effective and efficient than constructing and instrumenting a new beam setup from scratch. ## Advantage Using QUGS data provides several advantages: - **Equipment Quality**: The equipment used in the QUGS setup is highly calibrated, ensuring reliable and high-quality data. - **Cost and Time Efficiency**: Leveraging this data saves significant time and resources that would otherwise be required to build and calibrate a new experimental setup. - **Real-World Relevance**: The data from a grandstand simulator provides a complex but relevant approximation to real-life structures, enhancing the applicability of the research findings. ## Challenge The primary challenge lies in converting the 2D grid structure data into a format suitable for 1D analysis. This conversion is critical as my analysis focuses on a 1D simple beam model, whereas the QUGS data is designed for comprehensive 2D grid analyses, typically processed using 1D CNN in real-time for damage localization. ## Objective The objective of this issue is to discuss and develop strategies for: - Converting 2D grid structure vibration data into 1D beam data. - Implementing SVM for damage detection and localization based on the transformed data. - Ensuring that the conversion process retains critical information necessary for accurate damage localization.
Sign in to join this conversation.
No Branch/Tag Specified
Branches Tags
Labels
Clear labels
bug
Something isn't working
 critical
Block Progress
 documentation
Improvements or additions to documentation
 documentclass
Improvements or additions to LaTeX documentclass
 duplicate
This issue or pull request already exists
 enhancement
New feature or request
 good first issue
Good for newcomers
 help wanted
Extra attention is needed
 invalid
This doesn't seem right
 latex
Related to the writings
 question
Further information is requested
 wontfix
This will not be worked on
No Label enhancement
Milestone
No items
No Milestone
Projects
Clear projects
No project
Assignees
Clear assignees
nuluh
No Assignees
1 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: nuluh/thesis#19
Delete Branch "%!s()"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?