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Servitization and Physical Asset Management.
- Format:
- Book
- Author/Creator:
- Provost, Michael.
- Language:
- English
- Subjects (All):
- Manufacturing industries.
- Service industries.
- Organizational change.
- Physical Description:
- 1 online resource (328 pages)
- Edition:
- 1st ed.
- Place of Publication:
- Warrendale : SAE International, 2018.
- Summary:
- Provides a structured source of guidance and reference information on the business opportunities linked to servitization and the management of physical assets. The book offers overviews of how to servitized and manage assets from a variety of perspectives, reviewing nearly 1,500 books, magazine articles, papers and presentations and websites.
- Contents:
- Cover
- Table of contents
- Preface
- Acknowledgments
- List of Acronyms
- CHAPTER 1 Introduction
- A "Map" of the Book
- What Are Assets?
- Why Worry about Asset Management?
- What Do We Need to Know about Our Assets?
- How Do We Find Out What Is Happening?
- What Is the Business Benefit?
- Who Is in the Best Position to Carry Out Asset Management?
- What Is Servitization?
- Summary of the Book
- References
- Websites
- CHAPTER 2 The Business Imperative
- Introduction
- Companies that Have Embraced Servitization
- Problems and Issues with Making Services a Separate Business Unit
- The Importance of Human Factors
- Strategy
- Financial Evaluation and Modelling
- The Value of In-Service Monitoring of Assets
- Life Cycle Costing
- Process Chain Network Analysis
- Books and Papers
- Consultant Papers
- Cambridge Service Alliance
- Aston Business School
- Other UK Universities
- Universities Outside the United Kingdom
- Additional Material
- CHAPTER 3 Modelling and Simulation
- Why Is Modelling and Simulation Useful?
- Levels of Modelling
- Simulation
- Some Useful Sources of Information for Specific Disciplines and Equipment Types
- General Mathematical Modelling
- Modelling Tools
- Reference Material
- Aerodynamics, Fluid Mechanics, and Turbomachinery
- Thermodynamics
- Control Systems
- Electrical Systems and Batteries
- Heating, Ventilation, and Air Conditioning (HVAC)
- Aeroengines and Gas Turbines
- Aircraft
- Automotive
- Diesels and Turbocharging
- Railways
- Ships
- Combined Heat and Power (CHP)
- Fuel Cells
- Pumps
- Wind Turbines, Solar, and Renewable Energy
- CHAPTER 4 Analysis
- Facets of Analysis.
- Difficulties with the Analysis Process
- The "Traditional" Approach to Analysis
- Iterative Analysis
- An Alternative Approach to Analysis
- Optimal Estimation and Kalman Filtering
- The Kalman Filter Equations
- Problems with the Kalman Filter
- Reference
- CHAPTER 5 Observability
- Setting Up an Analysis
- Generation of Exchange Rate Tables
- Correlations Between Measurements
- Inclusion of Sensor Bias
- Correlations Between Component Performance Parameter Changes and/or Sensor Biases
- CHAPTER 6 Time Series Analysis
- Time Series Basics
- Moving Average
- Exponential Smoothing
- Kalman Filtering
- The Optimal Tracker
- Improving the Optimal Tracker
- Website
- CHAPTER 7 Data Visualization
- Fundamental Information Requirements
- Typical Information Solutions
- Typical Information Building Blocks
- Alerts
- Bar and Column Charts
- Dashboards
- Data Export Capabilities
- Fault/Event Cubes
- Mapping
- Parallel Coordinates Plots
- Reporting
- "Smart" Analytics
- Summary Statistics
- Time Series
- User-Defined Calculations
- Weighted Lists
- X-Y Plots
- Drill-Down
- Business Intelligence
- CHAPTER 8 More Complex Techniques
- Statistics
- Data Science
- Bayesian Statistics
- R and Microsoft Excel®
- Principal Component Analysis
- Artificial Intelligence
- Fuzzy Logic
- Neural Networks
- Case-Based Reasoning
- KEEL®
- Pattern Matching
- Prognostics
- Data Mining
- Machine Learning
- Websites.
- CHAPTER 9 Data Gathering and Software Architectures
- Software Schematics
- Data Gathering
- Machine to Machine (M2M)
- The Industrial Internet and the IoT
- Knowledge Management
- Data Historians
- Big Data
- CHAPTER 10 The Practicalities
- Reliability
- Fault Trees, FMEA, FMECA, and FRACAS
- Alarms
- Maintenance
- Spare Parts Management
- Computerized Maintenance Management Systems (CMMS)
- Availability
- Condition Monitoring Techniques
- Field Service
- CHAPTER 11 Standards and Procedures
- Asset Management
- Condition Monitoring
- An Observation
- CHAPTER 12 Summary and Conclusions
- Summary
- Servitization and Asset Management: Nine Key Points
- Conclusions
- Appendix A: Simplified Servitization Example
- Appendix B: Power System Example
- The Scenario
- Fuel Cell and Wind Turbine Modelling
- Simulation Outputs
- Analysis of Simulated Power System Data
- Conventional Analysis
- Time Series Visualization
- Linear Regression
- Parallel Coordinates Plot
- Decision Trees
- K Nearest Neighbors
- Unsupervised Cluster Analysis
- Support Vector Machines
- A Final Thought
- Looking after Planes, Trains, Clean Energy, and Human Health: 23 Important Lessons Learned the Hard Way
- Examples and Stories
- About the Author
- Index.
- Notes:
- Description based on publisher supplied metadata and other sources.
- ISBN:
- 9780768094879
- 0768094879
- OCLC:
- 1277061524
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