Resource allocation for visible light communication systems using simulated annealing based on a problem-specific neighbor function

Title Resource allocation for visible light communication systems using simulated annealing based on a problem-specific neighbor function
Author Siddiqi, U. F., Sait, S. M., Demir, Muhammet Selim, Uysal, Murat
Publication Date: 2019
Publication Place - IEEE
Subject Visible light communications, Resource allocation, Optimization, Simulated annealing, Heuristics
Type Periodical
Language English
Digital Yes
Manuscript No
Library: Özyeğin University
Library Asset ID 2169-3536
Record ID 58e954d4-d471-4900-b36d-25919c082ebd
Library Location Electrical & Electronics Engineering
Date 2019
Notes King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia ; TÜBİTAK
Sample Text In this paper, we consider a visible light communication (VLC) system with direct current-biased orthogonal frequency division multiplexing (DC-OFDM) and investigate resource allocation for a multi-user environment. Based on the user satisfaction index as a function of data rate, we aim to optimally determine the allocation of the users to different LEDs (acting as access points) and 0I-DM subcarriers. We propose a simulated annealing-based heuristic to maximize the average user satisfaction index. In an effort to make the proposed solution practically feasible, the runtime of the proposed heuristic is kept less than the channel coherence time, whose value is in order of tens of milliseconds. We evaluate the performance of the proposed heuristic algorithm in different scenarios that vary in the number of users, the number of LEDs, and the separation between users. Our results demonstrate that the proposed heuristic outperforms other well-known heuristics (such as standard simulated annealing, iterative greedy, particle swarm optimization, and tabu search) while achieving good quality solutions within a short execution time, i.e., 40-80 ms.
DOI 10.1109/ACCESS.2019.2917051
Cilt 7
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Resource allocation for visible light communication systems using simulated annealing based on a problem-specific neighbor function

Author Siddiqi, U. F., Sait, S. M., Demir, Muhammet Selim, Uysal, Murat
Publication Date 2019
Publication Place - IEEE
Subject Visible light communications, Resource allocation, Optimization, Simulated annealing, Heuristics
Type Periodical
Language English
Digital Yes
Manuscript No
Library Özyeğin University
Library Asset ID 2169-3536
Record ID 58e954d4-d471-4900-b36d-25919c082ebd
Library Location Electrical & Electronics Engineering
Date 2019
Notes King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia ; TÜBİTAK
Sample Text In this paper, we consider a visible light communication (VLC) system with direct current-biased orthogonal frequency division multiplexing (DC-OFDM) and investigate resource allocation for a multi-user environment. Based on the user satisfaction index as a function of data rate, we aim to optimally determine the allocation of the users to different LEDs (acting as access points) and 0I-DM subcarriers. We propose a simulated annealing-based heuristic to maximize the average user satisfaction index. In an effort to make the proposed solution practically feasible, the runtime of the proposed heuristic is kept less than the channel coherence time, whose value is in order of tens of milliseconds. We evaluate the performance of the proposed heuristic algorithm in different scenarios that vary in the number of users, the number of LEDs, and the separation between users. Our results demonstrate that the proposed heuristic outperforms other well-known heuristics (such as standard simulated annealing, iterative greedy, particle swarm optimization, and tabu search) while achieving good quality solutions within a short execution time, i.e., 40-80 ms.
DOI 10.1109/ACCESS.2019.2917051
Cilt 7
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