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 - sddec18-13 Asset Management

Task Responsibility • • • • • • • • • • • • 4 - sddec18-13 Asset Management

Conceptual Sketch • • • • 5 - sddec18-13 Asset Management

Functional Requirements • • • • 6 - sddec18-13 Asset Management

Non-functional Requirements • • • • 7 - sddec18-13 Asset Management

Technical/Other Constraints/Considerations • • • • • • 8 - sddec18-13 Asset Management

Market Survey • • • • • • • • • • • • 9 - sddec18-13 Asset Management

Potential Risks & Mitigation • • • • • • 10 10 - sddec18-13 Asset Management

Project Milestones & Schedule • - - - 11 11 - sddec18-13 Asset Management

System Design 12 - sddec18-13 Asset Management

Functional Decomposition 13 13 - sddec18-13 Asset Management

Detailed Design 1. • 2. • • 3. • 4. 14 14 - sddec18-13 Asset Management

HW/SW Platforms used • • • • • • • • 15 15 - sddec18-13 Asset Management

Test Plan • • • • • • 16 16 - sddec18-13 Asset Management

Prototype Implementation 17 17 - sddec18-13 Asset Management

Prototype Implementation Precision Recall f1-score Support underperform 0.73 0.31 0.44 198 outperform 0.45 0.83 0.58 133 avg 0.62 0.52 0.5 331 18 - sddec18-13 Asset Management 18

Conclusion 19 - sddec18-13 Asset Management

Current Project Status • • • • 20 20 - sddec18-13 Asset Management

Plan for next semester • • • • • • • • • 21 21 - sddec18-13 Asset Management

Thank you! 22 - sddec18-13 Asset Management

Random Forest (classification) 23 23 - sddec18-13 Asset Management

Random Forest (regression) 24 24 - sddec18-13 Asset Management

Naive Bayes (classification) 25 25 - sddec18-13 Asset Management

Tree-based selection (feature selection) ● ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ 26 26 - sddec18-13 Asset Management

Tree-based selection (feature selection) ● ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ 27 27 - sddec18-13 Asset Management

Recursive feature elimination (feature selection) ● ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ 28 28 - sddec18-13 Asset Management

Autoregression (predictive model) ● ● ○ 29 29 - sddec18-13 Asset Management

Univariate selection (feature selection) ● ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ 30 30 - sddec18-13 Asset Management

L1-based selection (feature selection) ● ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ 31 31 - sddec18-13 Asset Management

Principal component analysis (feature selection) ● ● ● ● ○ ○ ○ 32 32 - sddec18-13 Asset Management

Expanding Window Testing ● ● ● 33 33 - sddec18-13 Asset Management

Sliding Window Testing ● ● ● 34 34 - sddec18-13 Asset Management

Weighting ● ● ● 35 35 - sddec18-13 Asset Management