WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM

The moon has always been a goal for humanity in history to reach and discover. Since the 1950s, many missions have been carried out in order to achieve this goal. Wireless sensor networks can be a good tool for discovering some of the features of the moon and acquiring very important information for...

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Published in:Uludağ University Journal of The Faculty of Engineering
Main Author: Ömer Özkan
Format: Article in Journal/Newspaper
Language:English
Turkish
Published: Bursa Uludag University 2020
Subjects:
ay
T
Online Access:https://doi.org/10.17482/uumfd.632815
https://doaj.org/article/902b64c3c63a42638d546913d065697f
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spelling ftdoajarticles:oai:doaj.org/article:902b64c3c63a42638d546913d065697f 2023-05-15T18:22:48+02:00 WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM Ömer Özkan 2020-04-01T00:00:00Z https://doi.org/10.17482/uumfd.632815 https://doaj.org/article/902b64c3c63a42638d546913d065697f EN TR eng tur Bursa Uludag University https://dergipark.org.tr/tr/pub/uumfd/issue/52836/632815 https://doaj.org/toc/2148-4147 https://doaj.org/toc/2148-4155 2148-4147 2148-4155 doi:10.17482/uumfd.632815 https://doaj.org/article/902b64c3c63a42638d546913d065697f Uludağ University Journal of The Faculty of Engineering, Vol 25, Iss 1, Pp 303-324 (2020) yerel arama memetik algoritma ay algılayıcı kapsaması tavlama benzetimi kablosuz algılayıcı yerleştirme local search memetic algorithm moon sensor coverage simulated annealing wireless sensor deployment Technology T Engineering (General). Civil engineering (General) TA1-2040 article 2020 ftdoajarticles https://doi.org/10.17482/uumfd.632815 2023-02-19T01:29:56Z The moon has always been a goal for humanity in history to reach and discover. Since the 1950s, many missions have been carried out in order to achieve this goal. Wireless sensor networks can be a good tool for discovering some of the features of the moon and acquiring very important information for the missions to the moon and beyond to be performed soon. The deployed seismic, monitoring, light, temperature, pressure, etc. types of sensors on the surface of the Moon can collect vital data for the missions. Therefore, in this paper, the wireless sensor deployment problem on the surface of the Moon is studied to maximize coverage. Since the deployment of sensors on 3-D terrain is an NP-hard problem, a hybrid memetic algorithm is developed to solve. The real 3-D digital elevation model of the surface of the Moon for two different terrains near the South Pole is used to test the performance of the proposed algorithm with 64 scenarios and the results are compared with local search and simulated annealing algorithms. According to the results, the proposed hybrid memetic algorithm has better coverage values than the others in acceptable CPU times. Article in Journal/Newspaper South pole Directory of Open Access Journals: DOAJ Articles South Pole Uludağ University Journal of The Faculty of Engineering 303 324
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
Turkish
topic yerel arama
memetik algoritma
ay
algılayıcı kapsaması
tavlama benzetimi
kablosuz algılayıcı yerleştirme
local search
memetic algorithm
moon
sensor coverage
simulated annealing
wireless sensor deployment
Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
spellingShingle yerel arama
memetik algoritma
ay
algılayıcı kapsaması
tavlama benzetimi
kablosuz algılayıcı yerleştirme
local search
memetic algorithm
moon
sensor coverage
simulated annealing
wireless sensor deployment
Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
Ömer Özkan
WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM
topic_facet yerel arama
memetik algoritma
ay
algılayıcı kapsaması
tavlama benzetimi
kablosuz algılayıcı yerleştirme
local search
memetic algorithm
moon
sensor coverage
simulated annealing
wireless sensor deployment
Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
description The moon has always been a goal for humanity in history to reach and discover. Since the 1950s, many missions have been carried out in order to achieve this goal. Wireless sensor networks can be a good tool for discovering some of the features of the moon and acquiring very important information for the missions to the moon and beyond to be performed soon. The deployed seismic, monitoring, light, temperature, pressure, etc. types of sensors on the surface of the Moon can collect vital data for the missions. Therefore, in this paper, the wireless sensor deployment problem on the surface of the Moon is studied to maximize coverage. Since the deployment of sensors on 3-D terrain is an NP-hard problem, a hybrid memetic algorithm is developed to solve. The real 3-D digital elevation model of the surface of the Moon for two different terrains near the South Pole is used to test the performance of the proposed algorithm with 64 scenarios and the results are compared with local search and simulated annealing algorithms. According to the results, the proposed hybrid memetic algorithm has better coverage values than the others in acceptable CPU times.
format Article in Journal/Newspaper
author Ömer Özkan
author_facet Ömer Özkan
author_sort Ömer Özkan
title WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM
title_short WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM
title_full WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM
title_fullStr WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM
title_full_unstemmed WIRELESS SENSOR DEPLOYMENT ON 3-D SURFACE OF MOON TO MAXIMIZE COVERAGE BY USING A HYBRID MEMETIC ALGORITHM
title_sort wireless sensor deployment on 3-d surface of moon to maximize coverage by using a hybrid memetic algorithm
publisher Bursa Uludag University
publishDate 2020
url https://doi.org/10.17482/uumfd.632815
https://doaj.org/article/902b64c3c63a42638d546913d065697f
geographic South Pole
geographic_facet South Pole
genre South pole
genre_facet South pole
op_source Uludağ University Journal of The Faculty of Engineering, Vol 25, Iss 1, Pp 303-324 (2020)
op_relation https://dergipark.org.tr/tr/pub/uumfd/issue/52836/632815
https://doaj.org/toc/2148-4147
https://doaj.org/toc/2148-4155
2148-4147
2148-4155
doi:10.17482/uumfd.632815
https://doaj.org/article/902b64c3c63a42638d546913d065697f
op_doi https://doi.org/10.17482/uumfd.632815
container_title Uludağ University Journal of The Faculty of Engineering
container_start_page 303
op_container_end_page 324
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