Final Report Senior Design - Spring 2018 Caleb Utesch Carter - - PowerPoint PPT Presentation

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Final Report Senior Design - Spring 2018 Caleb Utesch Carter - - PowerPoint PPT Presentation

Final Report Senior Design - Spring 2018 Caleb Utesch Carter Scheve Alex Mortimer Nathan Hanson Sam Howard Jack Murphy Project Plan 2 - sddec18-13 Asset Management Problem Statement 3 -


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Final Report

Caleb Utesch Carter Scheve Alex Mortimer Nathan Hanson Sam Howard Jack Murphy

Senior Design - Spring 2018

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SLIDE 2

Project Plan

2 - sddec18-13 Asset Management

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  • Problem Statement

3 - sddec18-13 Asset Management

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  • Task Responsibility

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  • Conceptual Sketch

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  • Functional Requirements

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  • Non-functional Requirements

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  • Technical/Other Constraints/Considerations

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  • Market Survey

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  • Potential Risks & Mitigation

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  • Project Milestones & Schedule

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System Design

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Functional Decomposition

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1.

  • 2.
  • 3.
  • 4.

Detailed Design

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  • HW/SW Platforms used

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  • Test Plan

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Prototype Implementation

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Prototype Implementation

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Precision Recall f1-score Support underperform 0.73 0.31 0.44 198

  • utperform

0.45 0.83 0.58 133 avg 0.62 0.52 0.5 331

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Conclusion

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  • Current Project Status

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  • Plan for next semester

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Thank you!

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Random Forest (classification)

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Random Forest (regression)

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Naive Bayes (classification)

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○ ○ ○ ○ ○ ○ ○ ○ ○ ○

Tree-based selection (feature selection)

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○ ○ ○ ○ ○ ○ ○ ○ ○ ○

Tree-based selection (feature selection)

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○ ○ ○ ○ ○ ○ ○ ○ ○

Recursive feature elimination (feature selection)

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Autoregression (predictive model)

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○ ○ ○ ○ ○ ○ ○ ○ ○

Univariate selection (feature selection)

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○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○

L1-based selection (feature selection)

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Principal component analysis (feature selection)

○ ○

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Expanding Window Testing

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Sliding Window Testing

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Weighting

  • 35

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