Dibsdale, Charles Edwin.
Aerospace Predictive Maintenance. - 1st ed. - 1 online resource (140 pages)
Cover -- CHAPTER 1 An Engineer's Journey -- Who Is This Book Intended For? -- How This Book Is Organized -- Reference -- CHAPTER 2 A History of Maintenance and How Maintenance Is Done Today -- Most Functional Failures in Complex Machinery Are Random -- What Is the Difference between Failure Modes and Failure Mechanisms? -- Intrinsic and Achieved Reliability -- Applied Systems Thinking -- MSG-3 Overview -- Key Take-Away Points -- References -- CHAPTER 3 What Is Predictive Maintenance (PdM) and How Does It Fit into a Maintenance Regime? -- What Are Functions? -- What Are Operating Performance Levels? -- The Major Influences of Failure -- What Is an Operating Context? -- What Is an Operating Environment? -- Who Are Asset Stakeholders? -- A Taxonomy of Maintenance Tasks -- The Taxonomy of Maintenance -- Preventative Maintenance -- Deeper Explanation of PdM -- Levels of Diagnostic Capability -- Diagnostics -- Diagnostic Effectiveness -- Prognostics -- Type 1 Models -- Type 2 Models -- Type 3 Models -- Type 4 Models -- Fallacies and Hype Surrounding PdM -- The 'Real Time' Label of Superior PdM Misunderstanding -- A Data-driven Approach Negates the Need for Engineering Domain Knowledge -- What Is the Difference between Condition Monitoring and Condition-Based Maintenance? -- Immature Systems Are Sold as PdM Systems -- Wasteful Number of Inspections -- How Does PdM Impact Maintenance Planning and Scheduling? -- What Is a Maintenance Schedule? -- What Is a Maintenance Plan? -- Digital Twin -- Key Take-Away Points -- References -- CHAPTER 4 How Does PdM Fit with Integrated Vehicle Health Management (IVHM)? -- What Are Maintenance Credits? -- Key Take-Away Points -- References -- CHAPTER 5 Why Is PdM Generally Better than Traditional Maintenance? (How to Build a Business Case) -- Why Choose On-Condition over Scheduled Discard/Replacement or Restoration?. Exceptions to the Rule - When Is Scheduled Replacement Better? -- When Should Median and Mean Measures Be Used? -- Why Is the Use of MTBF Persisted? -- Building the Business Case -- Business Cases Built on Reliability-Availability-Maintainability (RAM) Simulation -- Key Take-Away Points -- References -- CHAPTER 6 How Does PdM Relate to Reliability-Centered Maintenance (RCM)? -- How Can Severity of Failure Be Categorized? -- How Can the Likelihood of Failure Be Categorized? -- The Applicability of Weibull Analysis -- FMEA Storage and Tools for Analysis -- Key Take-Away Points -- References -- CHAPTER 7 What Are the Key Features in a PdM Maturity Model? -- Data , Information and Knowledge -- Data Quality -- The Breakdown of PdM into Functional Blocks -- Sense -- Data Sampling Rates -- Acquire -- Transfer -- Analyze -- Learn -- People and Competencies -- Maturity Model -- Key Take-Away Points -- References -- CHAPTER 8 Specifying Predictive Maintenance -- Assumptions -- Basic Requirements -- Key Take-Away Points -- Reference -- CHAPTER 9 What Are the Disadvantages of PdM and How Should They Be Addressed? -- Daniel Kahneman: Thinking Fast, Thinking Slow -- Nassim Nicholas Taleb: Fooled by Randomness -- The Resnikoff Conundrum -- Key Take-Away Points -- References -- CHAPTER 10 How PdM Will Likely Transform with the Emergence of New Technology -- Big Data and Cloud Services -- The Emergence of the Industrial Internet of Things (IIoT) -- Industry 4.0 -- Nanotechnology -- Configuration Management -- The Advent of the Citizen Data-Scientist -- The Apache Software -- Python -- Other Open-Source Capabilities -- Key Take-Away Points -- References -- CHAPTER 11 A Summary, Future States, and Things to Look For -- How Do You Start Implementing PdM? -- PdM Analogies -- Key Take-Away Points -- CHAPTER 12 An Example PdM Case Study Using Open-Source Development Tools. Plots -- Summary Notes -- Code Notes -- Reference -- Glossary -- Author Bio.
Considers Predictive Maintenance (PdM) a subset of Condition Based Maintenance (CBM), and must obey the same underlying rules and pre-requisites that apply to it. Yet, PdM is new because it takes advantage of emerging digital technology in sensing, acquiring data, communicating the data, and processing it.
9780768099294
Aeronautics--Safety measures.
Avionics--Maintenance and repair.
Airplanes--Maintenance and repair.
Electronic books.
TL553 .D49 2020
629.13
Aerospace Predictive Maintenance. - 1st ed. - 1 online resource (140 pages)
Cover -- CHAPTER 1 An Engineer's Journey -- Who Is This Book Intended For? -- How This Book Is Organized -- Reference -- CHAPTER 2 A History of Maintenance and How Maintenance Is Done Today -- Most Functional Failures in Complex Machinery Are Random -- What Is the Difference between Failure Modes and Failure Mechanisms? -- Intrinsic and Achieved Reliability -- Applied Systems Thinking -- MSG-3 Overview -- Key Take-Away Points -- References -- CHAPTER 3 What Is Predictive Maintenance (PdM) and How Does It Fit into a Maintenance Regime? -- What Are Functions? -- What Are Operating Performance Levels? -- The Major Influences of Failure -- What Is an Operating Context? -- What Is an Operating Environment? -- Who Are Asset Stakeholders? -- A Taxonomy of Maintenance Tasks -- The Taxonomy of Maintenance -- Preventative Maintenance -- Deeper Explanation of PdM -- Levels of Diagnostic Capability -- Diagnostics -- Diagnostic Effectiveness -- Prognostics -- Type 1 Models -- Type 2 Models -- Type 3 Models -- Type 4 Models -- Fallacies and Hype Surrounding PdM -- The 'Real Time' Label of Superior PdM Misunderstanding -- A Data-driven Approach Negates the Need for Engineering Domain Knowledge -- What Is the Difference between Condition Monitoring and Condition-Based Maintenance? -- Immature Systems Are Sold as PdM Systems -- Wasteful Number of Inspections -- How Does PdM Impact Maintenance Planning and Scheduling? -- What Is a Maintenance Schedule? -- What Is a Maintenance Plan? -- Digital Twin -- Key Take-Away Points -- References -- CHAPTER 4 How Does PdM Fit with Integrated Vehicle Health Management (IVHM)? -- What Are Maintenance Credits? -- Key Take-Away Points -- References -- CHAPTER 5 Why Is PdM Generally Better than Traditional Maintenance? (How to Build a Business Case) -- Why Choose On-Condition over Scheduled Discard/Replacement or Restoration?. Exceptions to the Rule - When Is Scheduled Replacement Better? -- When Should Median and Mean Measures Be Used? -- Why Is the Use of MTBF Persisted? -- Building the Business Case -- Business Cases Built on Reliability-Availability-Maintainability (RAM) Simulation -- Key Take-Away Points -- References -- CHAPTER 6 How Does PdM Relate to Reliability-Centered Maintenance (RCM)? -- How Can Severity of Failure Be Categorized? -- How Can the Likelihood of Failure Be Categorized? -- The Applicability of Weibull Analysis -- FMEA Storage and Tools for Analysis -- Key Take-Away Points -- References -- CHAPTER 7 What Are the Key Features in a PdM Maturity Model? -- Data , Information and Knowledge -- Data Quality -- The Breakdown of PdM into Functional Blocks -- Sense -- Data Sampling Rates -- Acquire -- Transfer -- Analyze -- Learn -- People and Competencies -- Maturity Model -- Key Take-Away Points -- References -- CHAPTER 8 Specifying Predictive Maintenance -- Assumptions -- Basic Requirements -- Key Take-Away Points -- Reference -- CHAPTER 9 What Are the Disadvantages of PdM and How Should They Be Addressed? -- Daniel Kahneman: Thinking Fast, Thinking Slow -- Nassim Nicholas Taleb: Fooled by Randomness -- The Resnikoff Conundrum -- Key Take-Away Points -- References -- CHAPTER 10 How PdM Will Likely Transform with the Emergence of New Technology -- Big Data and Cloud Services -- The Emergence of the Industrial Internet of Things (IIoT) -- Industry 4.0 -- Nanotechnology -- Configuration Management -- The Advent of the Citizen Data-Scientist -- The Apache Software -- Python -- Other Open-Source Capabilities -- Key Take-Away Points -- References -- CHAPTER 11 A Summary, Future States, and Things to Look For -- How Do You Start Implementing PdM? -- PdM Analogies -- Key Take-Away Points -- CHAPTER 12 An Example PdM Case Study Using Open-Source Development Tools. Plots -- Summary Notes -- Code Notes -- Reference -- Glossary -- Author Bio.
Considers Predictive Maintenance (PdM) a subset of Condition Based Maintenance (CBM), and must obey the same underlying rules and pre-requisites that apply to it. Yet, PdM is new because it takes advantage of emerging digital technology in sensing, acquiring data, communicating the data, and processing it.
9780768099294
Aeronautics--Safety measures.
Avionics--Maintenance and repair.
Airplanes--Maintenance and repair.
Electronic books.
TL553 .D49 2020
629.13