Bearing Early Fault Diagnosis Based on an Improved Multiscale Permutation Entropy and SVM

<div>Four stages of rolling bearing fault development (<svg height="11.927pt" id="M101" style="vertical-align:-3.291101pt" version="1.1" viewbox="-0.0498162 -8.6359 17.8195 11.927" width="17.8195pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M541 160L512 170C485 116 462 88 439 67C411 41 376 35 318 35C272 35 238 37 224 48C207 61 205 85 212 121L290 533C305 611 308 615 391 622L397 650H139L133 622C217 615 221 612 206 533L126 118C111 41 103 34 23 26L17 0H474C489 31 528 124 541 160Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,8.294,3.132)"><path d="M389 0V32C297 38 291 46 291 118V635C234 613 175 595 109 583V556L161 554C203 552 207 547 207 497V118C207 46 201 38 110 32V0H389Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,12.726,3.132)"><path d="M245 635C92 635 37 457 37 312C37 149 91 -12 244 -12C395 -12 449 166 449 312C449 469 395 635 245 635ZM243 598C332 598 358 454 358 312C358 173 334 26 245 26C158 26 128 174 128 313S152 598 243 598Z"></path></g></svg> is the basic rated life of the bearing): (1) initial stage of failure, (2) minor stage of failure, (3) macro stage of failure, and (4) final stage of failure.</div>

Shock and Vibration

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Figure 6

Figure 6: Bearing Early Fault Diagnosis Based on an Improved Multiscale Permutation Entropy and SVM 