A Firefly Colony and Its Fuzzy Approach for Server Consolidation and Virtual Machine Placement in Cloud Datacenters

<table class="table-group" id="tab8"><tr><td><table class="table"><tr><td class="thead-hr" colspan="9"><hr/></td></tr><tr class="thead"><td class="align_left">Reference value</td><td class="align_center" colspan="4"><span style="width: 106.196ptpx;"><svg height="17.2626pt" id="M271" style="vertical-align:-5.3645pt" version="1.1" viewbox="-0.0498162 -11.8981 106.196 17.2626" width="106.196pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><rect height="0.65243" width="22.0781" x="0" y="-11.1958"></rect><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M610 18C585 26 567 34 540 68C517 97 499 128 476 171C452 215 425 276 413 304C496 332 570 394 570 494C570 555 545 595 509 619S419 650 364 650H139L133 622C216 615 219 612 203 527L129 132C112 40 105 36 23 28L17 0H279L285 28C199 34 194 40 211 132L239 284H284C320 284 334 275 351 236C374 182 394 140 420 93C459 23 495 -1 592 -8H600L610 18ZM480 485C480 424 449 372 403 342C374 323 338 316 293 316H245L291 562C296 589 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605ZM567 351C465 351 421 250 421 169C421 90 465 -12 566 -12S710 90 710 170S667 351 567 351ZM566 322C628 322 637 221 637 169C637 121 628 18 567 18S494 119 494 170C494 223 506 322 566 322Z" id="g121-35"></path><glyph.data ascent="989" descent="-360" horiz-adv-x="756" vert-adv-y="756"></glyph.data></g></svg></span></td></tr><tr class="thead"><td class="align_left">Correlation coefficient</td><td class="align_center" colspan="4">−0.072</td><td class="align_center" colspan="4">−0.052</td></tr><tr class="thead"><td class="align_left">Algorithm</td><td class="align_center">Power (W)</td><td class="align_center">Resource wastage</td><td class="align_center">Fuzzy fitness (10<sup>−3</sup>)</td><td class="align_center">CPU execution time (S)</td><td class="align_center">Power (W)</td><td class="align_center">Resource wastage</td><td class="align_center">Fuzzy fitness (10<sup>−3</sup>)</td><td class="align_center">CPU execution time (S)</td></tr><tr><td class="thead-hr" colspan="9"><hr/></td></tr><tr><td class="align_left">Fuzzy firefly colony</td><td class="align_center">18105</td><td class="align_center"> 4.11</td><td class="align_center">911</td><td class="align_center">5.23</td><td class="align_center">28190</td><td class="align_center">  6.09</td><td class="align_center">922</td><td class="align_center">6.18</td></tr><tr><td class="align_left">Firefly colony</td><td class="align_center">18264</td><td class="align_center">  4.12</td><td class="align_center">904</td><td class="align_center">5.41</td><td class="align_center">28436 </td><td class="align_center">  6.12</td><td class="align_center">918</td><td class="align_center">6.17</td></tr><tr><td class="align_left">ACO</td><td class="align_center">18453</td><td class="align_center">  4.12</td><td class="align_center">876</td><td class="align_center">5.43</td><td class="align_center">28854</td><td class="align_center">  6.34</td><td class="align_center">844</td><td class="align_center">6.42</td></tr><tr><td class="align_left">MMAS</td><td class="align_center">19501</td><td class="align_center">  5.96</td><td class="align_center">865</td><td class="align_center">5.71</td><td class="align_center">29428</td><td class="align_center">  7.86 </td><td class="align_center">851</td><td class="align_center">6.51</td></tr><tr><td class="align_left">FFD</td><td class="align_center">24476</td><td class="align_center">20.89</td><td class="align_center">739</td><td class="align_center">8.12</td><td class="align_center">34511</td><td class="align_center">44.31</td><td class="align_center">771</td><td class="align_center">23.15</td></tr><tr class="table-tr"><td colspan="9"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Comparison of the multiobjective firefly and fuzzy firefly technique with other algorithms for average power consumption and resource wastage of VM requirements with reference values as 25% and 45% and correlation coefficients as −0.072 and −0.052.

Advances in Fuzzy Systems

tab8

Table 8

Table 8: A Firefly Colony and Its Fuzzy Approach for Server Consolidation and Virtual Machine Placement in Cloud Datacenters 