NCDN: A Node-Failure Resilient CDN Solution with Reinforcement Learning Optimization

<div><i>Amount of responding content</i>. Because, during nodes failure, some requests are not satisfied, after nodes go online, the amount of responding content is larger than <span class="nowrap"><svg height="9.25986pt" id="M154" style="vertical-align:-0.2455397pt" version="1.1" viewbox="-0.0498162 -9.01432 11.6478 9.25986" width="11.6478pt" 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="M810 587C770 574 761 568 725 543C654 630 540 687 408 687C217 687 69 577 69 430C69 319 160 247 276 247C369 247 511 319 511 495C511 510 512 523 509 538H490C490 354 393 277 274 277C174 277 110 344 110 422C110 559 219 655 415 655C524 655 636 602 695 519C628 463 572 392 516 303C433 170 377 97 313 57C252 89 199 109 143 109C79 109 36 87 36 54C36 15 82 -9 165 -9C222 -9 276 0 326 18C373 -1 423 -15 482 -15C645 -15 804 133 804 324C804 393 783 458 747 514C776 546 781 551 818 567L810 587ZM756 336C756 135 623 16 478 16C439 16 402 24 367 36C386 45 401 56 420 68C505 127 569 206 616 302C647 362 679 427 719 480C744 435 756 387 756 336ZM276 39C243 26 207 21 164 21C106 21 77 32 77 54C77 75 125 79 144 79C191 79 227 66 276 39Z"></path></g></svg>.</span></div>

Mobile Information Systems

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Figure 6

Figure 6: NCDN: A Node-Failure Resilient CDN Solution with Reinforcement Learning Optimization 