Energy-saving Method in GPON Using Optimal Point Based on Gradient Descent

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Nikoukar AliAkbar; Goudarzi Hamidreza; iloon kashkooly ali

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Journal Paper

Paper Information

Journal: NASHRIYYAH -I MUHANDISI -I BARQ VA MUHANDISI -I KAMPYUTAR -I IRAN, A- MUHANDISI -I BARQ Year:2023 | Volume:21 | Issue:2 Page(s): 112-120

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Information Journal Paper

Title

Energy-saving Method in GPON Using Optimal Point Based on Gradient Descent

Author(s)

Nikoukar AliAkbar | Goudarzi Hamidreza | iloon kashkooly ali | Issue Writer Certificate

Keywords

Energy-savingQ4

GPONQ4

optimal pointQ4

gradient descentQ4

Abstract

Doze and sleep mechanisms are the most common Energy-saving solution in GPON networks. Sleep duration is the critical value in the Energy-saving domain, and it will affect the QoS metrics with inappropriate value. In this paper, a new Energy-saving mechanism is proposed using an optimal point based on gradient descent that calculates sleep duration and keeps QoS metrics acceptable. The historical value of average delay and packet, drop ratio, ONU buffer, and bandwidth request parameters are used as input, and the sleep duration value is calculated. The simulation results show that the proposed method saves up to 17% energy in GPON and keeps the network’s QoS in an acceptable domain.

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