Aircraft Gas Turbine Engine Health Monitoring System by Real Flight Data

<div class="floats-full-page floats-full-page-other"><h2>Table 12</h2><div class="floats-full-page-caption"><div>Comparison of the feedforward neural network training algorithms for their test MSE value.</div></div><div class="floats-full-page-content"><table class="table-group" id="tab12"><tr><td><table class="table"><tr><td class="thead-hr" colspan="7"><hr /></td></tr><tr class="thead"><td class="align_left">Training algorithm</td><td class="align_center">Elapsed time (sec)</td><td class="align_center">Training <i>R</i></td><td class="align_center">Validation <i>R</i></td><td class="align_center">Test <i>R</i></td><td class="align_center">Training MSE</td><td class="align_center">Test MSE</td></tr><tr><td class="thead-hr" colspan="7"><hr /></td></tr><tr><td class="align_left">trainlm</td><td class="align_center">4.203957</td><td class="align_center">0.99767</td><td class="align_center">0.99797</td><td class="align_center">0.99719</td><td class="align_center">62.8501</td><td class="align_center">74.6465</td></tr><tr><td class="align_left">traincgb</td><td class="align_center">4.565835</td><td class="align_center">0.99586</td><td class="align_center">0.99299</td><td class="align_center">0.99656</td><td class="align_center">111.4932</td><td class="align_center">91.2834</td></tr><tr><td class="align_left">trains</td><td class="align_center">10.047608</td><td class="align_center">0.99561</td><td class="align_center">0.99517</td><td class="align_center">0.99653</td><td class="align_center">118.4071</td><td class="align_center">91.8717</td></tr><tr><td class="align_left">trainrp</td><td class="align_center">57.118179</td><td class="align_center">0.99458</td><td class="align_center">0.99297</td><td class="align_center">0.9963</td><td class="align_center">146.1263</td><td class="align_center">97.9763</td></tr><tr><td class="align_left">traincgp</td><td class="align_center">3.699402</td><td class="align_center">0.99401</td><td class="align_center">0.99515</td><td class="align_center">0.99501</td><td class="align_center">161.8084</td><td class="align_center">133.9647</td></tr><tr><td class="align_left">trainscg</td><td class="align_center">3.458904</td><td class="align_center">0.99381</td><td class="align_center">0.99084</td><td class="align_center">0.99474</td><td class="align_center">166.9843</td><td class="align_center">139.1074</td></tr><tr><td class="align_left">trainbfg</td><td class="align_center">13.748363</td><td class="align_center">0.99213</td><td class="align_center">0.99176</td><td class="align_center">0.99394</td><td class="align_center">211.9474</td><td class="align_center">160.1871</td></tr><tr><td class="align_left">traincgf</td><td class="align_center">7.667996</td><td class="align_center">0.99179</td><td class="align_center">0.99176</td><td class="align_center">0.99395</td><td class="align_center">222.3323</td><td class="align_center">164.4613</td></tr><tr><td class="align_left">trainoss</td><td class="align_center">4.432661</td><td class="align_center">0.99053</td><td class="align_center">0.99197</td><td class="align_center">0.99183</td><td class="align_center">255.8224</td><td class="align_center">215.3883</td></tr><tr><td class="align_left">traingdx</td><td class="align_center">3.614869</td><td class="align_center">0.98838</td><td class="align_center">0.98893</td><td class="align_center">0.9893</td><td class="align_center">312.1862</td><td class="align_center">285.3237</td></tr><tr><td class="align_left">traingda</td><td class="align_center">4.008302</td><td class="align_center">0.98312</td><td class="align_center">0.98418</td><td class="align_center">0.98733</td><td class="align_center">459.2168</td><td class="align_center">342.6505</td></tr><tr class="table-tr"><td colspan="7"><hr class="tbody-hr" /></td></tr></table></td></tr></table></div></div>

Table 12 | Aircraft Gas Turbine Engine Health Monitoring System by Real Flight Data

title

Table 12: Aircraft Gas Turbine Engine Health Monitoring System by Real Flight Data

description

Table 12

About this journal

<p><em>International Journal of Aerospace Engineering </em>serves the international aerospace engineering community through the dissemination of scientific knowledge on practical engineering and design methodologies pertaining to aircraft and space vehicles.</p>


Journal profile

Meet the editorial board

<p>Chief Editor, Professor Zhao, is based at the University of Canterbury and his research interests include applying theoretical, numerical and experimental approaches to study combustion instability, thermoacoustics and aerodynamics.</p>


Editor spotlight

Submit to Special Issue

We currently have a number of Special Issues open for submission. Special Issues highlight emerging areas of research within a field, or provide a venue for a deeper investigation into an existing research area.