Solving a Joint Pricing and Inventory Control Problem for Perishables via Deep Reinforcement Learning

<table class="table-group" id="tab13"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left">Method</td><td class="align_center">Lifetime</td><td class="align_center"><span style="width: 26.4842ptpx;"><svg height="8.57479pt" id="M415" style="vertical-align:-0.04981041pt" version="1.1" viewbox="-0.0498162 -8.52498 26.4842 8.57479" width="26.4842pt" 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="M861 0V28C774 35 771 41 768 147L759 509C756 612 762 614 851 622V650H681L449 149L221 650H57V622C148 613 153 609 144 479L130 271C123 166 117 123 111 88C104 46 85 34 26 28V0H259V28C192 35 169 42 167 90C166 130 166 173 170 256L185 541H187L411 7H431L675 555H679L683 147C683 41 680 35 598 28V0H861Z"></path></g><g transform="matrix(.013,0,0,-0.013,11.583,0)"><path d="M517 162C503 123 484 88 467 68C445 42 417 34 341 34C291 34 256 34 237 47C219 59 213 81 213 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class="align_center">5367.027</td><td class="align_center">5695.111</td><td class="align_center">10.936</td><td class="align_center">94.239</td></tr><tr><td class="align_center">3</td><td class="align_center">5627.395</td><td class="align_center">5686.337</td><td class="align_center">1.964</td><td class="align_center">98.963</td></tr><tr><td class="align_center">4</td><td class="align_center">5504.487</td><td class="align_center">5694.402</td><td class="align_center">6.330</td><td class="align_center">96.665</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

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Complexity

tab13

Table 13

Table 13: Solving a Joint Pricing and Inventory Control Problem for Perishables via Deep Reinforcement Learning 