• Home
  • Search
  • Data Driven Model to Predict Cylinder Head Fatigue Failure
  • Cite Icon1
  • https://doi.org/10.4271/2021-01-0801Copy DOI Icon

Data Driven Model to Predict Cylinder Head Fatigue Failure

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

<div class="section abstract"><div class="htmlview paragraph">Fatigue failure is one of the major failure modes for internal combustion engines, especially with reduction in engine size and increase in combustion pressure and operating temperature. Dynamometer tests are devised to ensure engine durability for high and low cycle fatigue. With the advent of CAE technology, the dynamometer test behavior can be simulated using CAE analysis and engine durability can be assessed. The data generated in CAE analyses can be used to predict failure of the engines or future engine design modifications.</div><div class="htmlview paragraph">The present paper has two parts - first is running finite element analysis (FEA) to get stress, strain data and running high cycle fatigue analysis to get safety factors and second is creating a predictive tool to assess failures using data from the first part as inputs. Using advancements in the field of machine learning, the paper presents use of support vector machine (SVM) algorithm to predict failure of the engine based on inputs.</div><div class="htmlview paragraph">The paper discusses procedure to build the data driven model and its results. Such data driven model can be used as a tool to predict failure of engine arising from future design changes or as a variation tool to predict failure arising from changes in inputs.</div></div>

Similar Papers
  • Conference Article
  • Citations2

ROAD RATING OF 100+ O.N. FUELS IN HIGH COMPRESSION RATIO CARS

  • Jan 01, 1957
  • SAE technical papers on CD-ROM/SAE technical paper series
  • E F Marshall +1
  • Conference Article
  • Citations19

Multiphase CFD-CHT Analysis and Optimization of the Cooling Jacket in a V6 Diesel Engine

  • Oct 25, 2010
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Stefano Fontanesi +2
  • Conference Article
  • Citations4

Correlating Dynamometer and Vehicle Brake Test Results: Brake Squeal

  • Oct 28, 2001
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Harald Abendroth +1
  • Conference Article
  • Citations1

Spin Testing Improves Electrified Propulsion Rotor Design for Production and Certification

  • Mar 07, 2023
  • SAE technical papers on CD-ROM/SAE technical paper series
  • H Endo +3
  • Conference Article

ADVANCED PROPULSION TECHNOLOGY INFLUENCE ON ADVANCED MULTI-MISSION FIGHTER SYSTEM REQUIREMENTS

  • Apr 01, 1991
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Keith L Irwin +2
  • Conference Article
  • Citations16

Low Cycle Fatigue of Aluminum Cylinder Heads - Calculation and Measurement of Strain under Fired Operation

  • Mar 01, 1999
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Franz Koch +4
  • Research Article
  • Citations1

Pulley Optimization for Improved Steering Pump Airborne Noise Performance

  • May 17, 2011
  • SAE International Journal of Passenger Cars - Mechanical Systems
  • Christian Fernholz +4
  • Conference Article
  • Citations17

Brake Dynamometer Test Variability - Analysis of Root Causes

  • Oct 10, 2010
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Jaroslaw Grochowicz +3
  • Conference Article
  • Citations31

Evaluation of the Effect of EGR on Engine Knock

  • Oct 19, 1998
  • SAE technical papers on CD-ROM/SAE technical paper series
  • S Diana +3
  • Conference Article
  • Citations87

Snake-Arm Robots: A New Approach to Aircraft Assembly

  • Sep 17, 2007
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Rob Buckingham +12
  • Conference Article
  • Citations7

An Extensive Optimization Methodology to Validate the Exhaust After-Treatment System of a BS VI Compliant Modern Diesel Engine

  • Sep 25, 2020
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Vikraman Vellandi +1
  • Conference Article
  • Citations4

Engine Component Wear Rate on Diesels Equipped with an Oil Cleaning Centrifuge

  • Oct 01, 1990
  • SAE technical papers on CD-ROM/SAE technical paper series
  • A D Bowen +1
  • Conference Article
  • Citations3

FUEL ADDITIVES AND ENGINE DURABILITY

  • Jan 01, 1954
  • SAE technical papers on CD-ROM/SAE technical paper series
  • A E Felt +2
  • Conference Article
  • Citations2

Development of high power density small DI diesel engine for agricultural and industrial use

  • Dec 01, 2001
  • SAE technical papers on CD-ROM/SAE technical paper series
  • Tetsuya Kosaka +3
  • Conference Article
  • Citations1

Low Cycle Fatigue Properties of Advanced Engine Materials

  • Feb 01, 1967
  • SAE technical papers on CD-ROM/SAE technical paper series
  • V Mehra +2
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.