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PurdueX: Reliability in Engineering Design

Learn the methods of reliability analysis and reliability-driven design of mechanical and electronic systems.

17 semanas
7–9 horas por semana
Al ritmo del instructor
Con un cronograma específico
Este curso está archivado
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Sobre este curso

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The course is aimed at providing an engineering view (as opposed to a purely statistical view or a management view) of reliability analysis as well as reliable product design. The goal is to make the student familiar with both the statistical tools as well as the failure physics that enable one to model time to failure of products and to use such models during design phase to ensure reliable product designs.

De un vistazo

  • Institution PurdueX
  • Subject Ingeniería
  • Level Intermediate
  • Prerequisites

    Undergraduate mechanics of materials course. A learner should understand (or be willing to learn) the concepts of shear force, bending moment, and stress.

  • Language English
  • Video Transcript English
  • Associated skillsReliability Analysis, Product Design, Physics, Engineering Design Process

Lo que aprenderás

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What You Will Learn:

  • Probability rules and conditional probabilities
  • Expectation and variance of continuous functions and their manipulation
  • Failure rate modeling
  • Normal, lognormal, exponential, Weibull, binomial and Poisson distributions
  • Reliability, mean time to failure and availability
  • Data fitting and reliability estimation
  • Multimodal distributions and mixed multiple failure mechanisms
  • Reliability block diagrams
  • Monte Carlo simulation
  • Load-strength interference and probabilistic design
  • First-order reliability methods
  • Accelerated tests and acceleration factors
  • Time to failure modeling for selected failure mechanisms in mechanical and electronic systems

Plan de estudios

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Week 1:

  • Introduction and Overview
  • Rules of Probability

Week 2:

  • Probability Examples
  • Conditional Probability

Week 3:

  • Expectations and Variance Definition
  • Expectation and Variance of Continuous Functions
  • Normal Distribution PDF and CDF

Week 4:

  • Load-Strength Interference Theory
  • Load-Strength Interference Examples

Week 5:

  • Material Degradation and Time to Failure Modeling
  • Practice Problems for Test 1

Week 6:

  • Lognormal Distribution, Reliability, Hazard Rate and MTTF
  • Test 1

Week 7:

  • Exponential Distribution and Examples of MTTF Estimation
  • Weibull Distribution

Week 8:

  • Multimodal Distributions and Mixed Multiple Failure Mechanisms
  • Goodness of Fit

Week 9:

  • Binomial and Poisson Distributions
  • Practice Problems for Test 2

Week 10:

  • Reliability Block Diagrams
  • Test 2

Week 11:

  • Monte Carlo Simulation
  • Uncertainty in Geometry, Load and Strength
  • Covariance and Correlation

Week 12:

  • Covariance and Correlation Examples
  • First Order Reliability Methods Introduction

Week 13:

  • First Order Reliability Methods Examples
  • Reliability Review During Design

Week 14:

  • Accelerated Degradation
  • Accelerated Testing and Acceleration Factors
  • Practice Problems for Test 3

Week 15:

  • Time to Failure Models for Mechanical Systems
  • Test 3

¿Quién puede hacer este curso?

Lamentablemente, las personas residentes en uno o más de los siguientes países o regiones no podrán registrarse para este curso: Irán, Cuba y la región de Crimea en Ucrania. Si bien edX consiguió licencias de la Oficina de Control de Activos Extranjeros de los EE. UU. (U.S. Office of Foreign Assets Control, OFAC) para ofrecer nuestros cursos a personas en estos países y regiones, las licencias que hemos recibido no son lo suficientemente amplias como para permitirnos dictar este curso en todas las ubicaciones. edX lamenta profundamente que las sanciones estadounidenses impidan que ofrezcamos todos nuestros cursos a cualquier persona, sin importar dónde viva.

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