Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos

Detalhes bibliográficos
Autor(a) principal: Barriquello, Carlos Henrique
Data de Publicação: 2012
Tipo de documento: Tese
Idioma: por
Título da fonte: Biblioteca Digital de Teses e Dissertações do UFSM
Texto Completo: http://repositorio.ufsm.br/handle/1/3670
Resumo: Wireless sensor and actuator networks are expected to grow quickly in size due to the decreasing cost of nodes. For such large scale networks, the geographic routing algorithm is a suitable approach. It finds a route for the packet based on the positions of the nodes. However, it often finds longer routes than the shortest possible ones, increasing the probability of packet loss. Moreover, the low cost wireless devices usually operate in the unlicensed bands, which is a crowded portion of the spectrum where several networks may be operating. Furthermore, the expected increase in the network density will also increase the competition for the wireless channel. Thus, intra and inter-network interferences play a major role in the reliability of the communication. In order to increase it, communication over multiple channels can be used. It exploits the capability of the radios that equip the nodes to be tuned over different frequencies. However, the number of available channels is limited in practice. Therefore, an allocation protocol must employ the channels eficiently. However, it was shown that to find an optimal allocation is NP-hard. Thus, one can use game theory to design a protocol that sub-optimally assigns channels in a distributed way. Game theory allows to model the problem as a game, where nodes are players and channels are their actions. According to the actions played, every node receives a payoff. The task of the protocol designer is to assign to every player a payoff function and a learning algorithm. This algorithm allows a player to play accordingly its observations of the game in order to maximize its payoff. If the designed game is potential, the algorithm can be used such that repeated playing converge to a steady state, known as Nash Equilibrium (NE). In a NE, no player can be better of by switching its current action and its received payoff can be bounded by a constant factor of the optimal payoff. By following such approach, a protocol called GBCA has been proposed, which allocates channels by exploiting topology and routing information. However, GBCA was designed for networks where routes are known in advance and static during a relatively long time. Geographic routing, by the other hand, finds the route for every packet on-demand. Therefore, in order to apply GBCA in networks that use geographic routing, this thesis proposes suitable modifications to the payoff functions. Using this modified protocol, which is called GBCA-G, it is shown, by simulations, the improvement of the network perfomance according to the metrics of delivery ratio, average delay and average number of trials per successfull transmission.
id UFSM_1cdc40e5eba874b97961c09ae3d7ba46
oai_identifier_str oai:repositorio.ufsm.br:1/3670
network_acronym_str UFSM
network_name_str Biblioteca Digital de Teses e Dissertações do UFSM
repository_id_str
spelling 2017-05-192017-05-192012-05-25BARRIQUELLO, Carlos Henrique. Channel allocation for geographic routing in wireless sensor and actuator networks using game theory. 2012. 118 f. Tese (Doutorado em Engenharia Elétrica) - Universidade Federal de Santa Maria, Santa Maria, 2012.http://repositorio.ufsm.br/handle/1/3670Wireless sensor and actuator networks are expected to grow quickly in size due to the decreasing cost of nodes. For such large scale networks, the geographic routing algorithm is a suitable approach. It finds a route for the packet based on the positions of the nodes. However, it often finds longer routes than the shortest possible ones, increasing the probability of packet loss. Moreover, the low cost wireless devices usually operate in the unlicensed bands, which is a crowded portion of the spectrum where several networks may be operating. Furthermore, the expected increase in the network density will also increase the competition for the wireless channel. Thus, intra and inter-network interferences play a major role in the reliability of the communication. In order to increase it, communication over multiple channels can be used. It exploits the capability of the radios that equip the nodes to be tuned over different frequencies. However, the number of available channels is limited in practice. Therefore, an allocation protocol must employ the channels eficiently. However, it was shown that to find an optimal allocation is NP-hard. Thus, one can use game theory to design a protocol that sub-optimally assigns channels in a distributed way. Game theory allows to model the problem as a game, where nodes are players and channels are their actions. According to the actions played, every node receives a payoff. The task of the protocol designer is to assign to every player a payoff function and a learning algorithm. This algorithm allows a player to play accordingly its observations of the game in order to maximize its payoff. If the designed game is potential, the algorithm can be used such that repeated playing converge to a steady state, known as Nash Equilibrium (NE). In a NE, no player can be better of by switching its current action and its received payoff can be bounded by a constant factor of the optimal payoff. By following such approach, a protocol called GBCA has been proposed, which allocates channels by exploiting topology and routing information. However, GBCA was designed for networks where routes are known in advance and static during a relatively long time. Geographic routing, by the other hand, finds the route for every packet on-demand. Therefore, in order to apply GBCA in networks that use geographic routing, this thesis proposes suitable modifications to the payoff functions. Using this modified protocol, which is called GBCA-G, it is shown, by simulations, the improvement of the network perfomance according to the metrics of delivery ratio, average delay and average number of trials per successfull transmission.Espera-se que as redes de sensores e atuadores sem fio cresçam rapidamente em tamanho devido à contínua redução de custo dos dispositivos. Para tais redes de larga escala, os algoritmos de roteamento geográfico são adequados. Estes encontram a rota com base nas posições dos nós. Contudo, geralmente as rotas encontradas são mais longas do que as rotas possíveis, aumentando a probabilidade de perda do pacote. Ademais, os dispositivos sem fio de baixo custo operam nas faixas livres do espectro e estão sujeitos a interferências causadas por outras redes que operam nessas mesmas faixas. Ainda, com o aumento da densidade da rede, aumenta também a competição pelo canal. Portanto, tanto interferências internas quanto externas prejudicam a confiabilidade da comunicacão. Para aumentá-la pode-se utilizar múltiplos canais, uma vez que os rádios que equipam os nós podem ser sintonizados em diferentes frequências. Contudo, o número de canais disponíveis é limitado, tornando imperativo um protocolo de alocação eficiente. Porém foi demonstrado que encontrar uma solução ótima é inviável. Por isso, a Teoria dos Jogos pode ser empregada para se encontrar alocações sub-ótimas de forma distribuída. A Teoria dos Jogos permite modelar o problema como um jogo, onde os nós são os jogadores; os canais, suas ações; e conforme suas escolhas, cada não recebe uma recompensa. Um projetista deve definir as funções de recompensa e um algoritmo de aprendizado, que permite ao jogador determinar a ação que maximiza sua recompensa através da observação do jogo. Se o jogo for potencial, o algoritmo pode levá-lo a um equilíbrio, conhecido por Equilíbrio de Nash (NE), após repetidas rodadas. Em um NE, todo jogador estão satisfeito e sua recompensa pode ser limitada por uma constante multiplicativa da máxima recompensa possível. Seguindo esta abordagem, um protocolo denominado GBCA foi proposto na literatura, o qual aloca canais com base na topologia da rede e nas rotas utilizadas. Contudo, o GBCA necessita conhecer as rotas antecipadamente e estas devem ser estáticas. Por outro lado, algoritmos geográficos determinam a rota sob demanda para cada pacote. Portanto, para tornar o GBCA adequado para redes com roteamento geográfico, propõe-se, nesta Tese, modificações ao GBCA. Utilizando-se o protocolo proposto, denominado GBCA-G, demonstra-se, por simulação, que é possível obter resultados melhores quanto à taxa de entrega de pacotes, ao atraso médio de entrega e ao número médio de transmissões efetuadas por transmissão bem-sucedida.Coordenação de Aperfeiçoamento de Pessoal de Nível Superiorapplication/pdfporUniversidade Federal de Santa MariaPrograma de Pós-Graduação em Engenharia ElétricaUFSMBREngenharia ElétricaRedes de sensores e atuadores sem fioTeoria dos jogosMulticanaisWireless sensor and actuators networksGame theoryMulti-channelCNPQ::ENGENHARIAS::ENGENHARIA ELETRICAAlocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogosChannel allocation for geographic routing in wireless sensor and actuator networks using game theoryinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisCampos, Alexandrehttp://lattes.cnpq.br/8059148083624149Prado, Ricardo Nederson dohttp://lattes.cnpq.br/6324790827842684Martins, João Baptista dos Santoshttp://lattes.cnpq.br/3158303689784382Rocha Neto, José Sérgio dahttp://lattes.cnpq.br/9085919442313408Beck Filho, Antonio Carlos Schneiderhttp://lattes.cnpq.br/5446996798632062http://lattes.cnpq.br/4127396473202565Barriquello, Carlos Henrique300400000007400300300300300300300272a7edd-3c46-4479-b573-4cd18bb0b376587f1258-fd66-491a-bf60-911cd6d648ab12860ce2-1b41-4c4f-b769-49ca2a56fc710b253003-b502-4ac1-aae6-03b42b0eacd3ae3df507-bf6a-4e38-82f0-bff9c402c6738fb5a54f-e9cf-49c9-86c2-db9e743e5463info:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações do UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMORIGINALBARRIQUELO, CARLOS HENRIQUE.pdfapplication/pdf3875451http://repositorio.ufsm.br/bitstream/1/3670/1/BARRIQUELO%2c%20CARLOS%20HENRIQUE.pdf857762e520bc01a54ff678be7964908dMD51TEXTBARRIQUELO, CARLOS HENRIQUE.pdf.txtBARRIQUELO, CARLOS HENRIQUE.pdf.txtExtracted texttext/plain230582http://repositorio.ufsm.br/bitstream/1/3670/2/BARRIQUELO%2c%20CARLOS%20HENRIQUE.pdf.txt3152bafee3926933aaee02f0e8b99170MD52THUMBNAILBARRIQUELO, CARLOS HENRIQUE.pdf.jpgBARRIQUELO, CARLOS HENRIQUE.pdf.jpgIM Thumbnailimage/jpeg4716http://repositorio.ufsm.br/bitstream/1/3670/3/BARRIQUELO%2c%20CARLOS%20HENRIQUE.pdf.jpg6d092e2a360981024e8648f5236f0987MD531/36702023-05-18 16:16:31.913oai:repositorio.ufsm.br:1/3670Biblioteca Digital de Teses e Dissertaçõeshttps://repositorio.ufsm.br/ONGhttps://repositorio.ufsm.br/oai/requestatendimento.sib@ufsm.br||tedebc@gmail.comopendoar:2023-05-18T19:16:31Biblioteca Digital de Teses e Dissertações do UFSM - Universidade Federal de Santa Maria (UFSM)false
dc.title.por.fl_str_mv Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
dc.title.alternative.eng.fl_str_mv Channel allocation for geographic routing in wireless sensor and actuator networks using game theory
title Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
spellingShingle Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
Barriquello, Carlos Henrique
Redes de sensores e atuadores sem fio
Teoria dos jogos
Multicanais
Wireless sensor and actuators networks
Game theory
Multi-channel
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
title_short Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
title_full Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
title_fullStr Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
title_full_unstemmed Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
title_sort Alocação de canais para roteamento geográfico em redes de sensores e atuadores sem fio empregando a teoria dos jogos
author Barriquello, Carlos Henrique
author_facet Barriquello, Carlos Henrique
author_role author
dc.contributor.advisor1.fl_str_mv Campos, Alexandre
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/8059148083624149
dc.contributor.advisor-co1.fl_str_mv Prado, Ricardo Nederson do
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/6324790827842684
dc.contributor.referee1.fl_str_mv Martins, João Baptista dos Santos
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/3158303689784382
dc.contributor.referee2.fl_str_mv Rocha Neto, José Sérgio da
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/9085919442313408
dc.contributor.referee3.fl_str_mv Beck Filho, Antonio Carlos Schneider
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/5446996798632062
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/4127396473202565
dc.contributor.author.fl_str_mv Barriquello, Carlos Henrique
contributor_str_mv Campos, Alexandre
Prado, Ricardo Nederson do
Martins, João Baptista dos Santos
Rocha Neto, José Sérgio da
Beck Filho, Antonio Carlos Schneider
dc.subject.por.fl_str_mv Redes de sensores e atuadores sem fio
Teoria dos jogos
Multicanais
topic Redes de sensores e atuadores sem fio
Teoria dos jogos
Multicanais
Wireless sensor and actuators networks
Game theory
Multi-channel
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
dc.subject.eng.fl_str_mv Wireless sensor and actuators networks
Game theory
Multi-channel
dc.subject.cnpq.fl_str_mv CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
description Wireless sensor and actuator networks are expected to grow quickly in size due to the decreasing cost of nodes. For such large scale networks, the geographic routing algorithm is a suitable approach. It finds a route for the packet based on the positions of the nodes. However, it often finds longer routes than the shortest possible ones, increasing the probability of packet loss. Moreover, the low cost wireless devices usually operate in the unlicensed bands, which is a crowded portion of the spectrum where several networks may be operating. Furthermore, the expected increase in the network density will also increase the competition for the wireless channel. Thus, intra and inter-network interferences play a major role in the reliability of the communication. In order to increase it, communication over multiple channels can be used. It exploits the capability of the radios that equip the nodes to be tuned over different frequencies. However, the number of available channels is limited in practice. Therefore, an allocation protocol must employ the channels eficiently. However, it was shown that to find an optimal allocation is NP-hard. Thus, one can use game theory to design a protocol that sub-optimally assigns channels in a distributed way. Game theory allows to model the problem as a game, where nodes are players and channels are their actions. According to the actions played, every node receives a payoff. The task of the protocol designer is to assign to every player a payoff function and a learning algorithm. This algorithm allows a player to play accordingly its observations of the game in order to maximize its payoff. If the designed game is potential, the algorithm can be used such that repeated playing converge to a steady state, known as Nash Equilibrium (NE). In a NE, no player can be better of by switching its current action and its received payoff can be bounded by a constant factor of the optimal payoff. By following such approach, a protocol called GBCA has been proposed, which allocates channels by exploiting topology and routing information. However, GBCA was designed for networks where routes are known in advance and static during a relatively long time. Geographic routing, by the other hand, finds the route for every packet on-demand. Therefore, in order to apply GBCA in networks that use geographic routing, this thesis proposes suitable modifications to the payoff functions. Using this modified protocol, which is called GBCA-G, it is shown, by simulations, the improvement of the network perfomance according to the metrics of delivery ratio, average delay and average number of trials per successfull transmission.
publishDate 2012
dc.date.issued.fl_str_mv 2012-05-25
dc.date.accessioned.fl_str_mv 2017-05-19
dc.date.available.fl_str_mv 2017-05-19
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv BARRIQUELLO, Carlos Henrique. Channel allocation for geographic routing in wireless sensor and actuator networks using game theory. 2012. 118 f. Tese (Doutorado em Engenharia Elétrica) - Universidade Federal de Santa Maria, Santa Maria, 2012.
dc.identifier.uri.fl_str_mv http://repositorio.ufsm.br/handle/1/3670
identifier_str_mv BARRIQUELLO, Carlos Henrique. Channel allocation for geographic routing in wireless sensor and actuator networks using game theory. 2012. 118 f. Tese (Doutorado em Engenharia Elétrica) - Universidade Federal de Santa Maria, Santa Maria, 2012.
url http://repositorio.ufsm.br/handle/1/3670
dc.language.iso.fl_str_mv por
language por
dc.relation.cnpq.fl_str_mv 300400000007
dc.relation.confidence.fl_str_mv 400
300
300
300
300
300
300
dc.relation.authority.fl_str_mv 272a7edd-3c46-4479-b573-4cd18bb0b376
587f1258-fd66-491a-bf60-911cd6d648ab
12860ce2-1b41-4c4f-b769-49ca2a56fc71
0b253003-b502-4ac1-aae6-03b42b0eacd3
ae3df507-bf6a-4e38-82f0-bff9c402c673
8fb5a54f-e9cf-49c9-86c2-db9e743e5463
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Santa Maria
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia Elétrica
dc.publisher.initials.fl_str_mv UFSM
dc.publisher.country.fl_str_mv BR
dc.publisher.department.fl_str_mv Engenharia Elétrica
publisher.none.fl_str_mv Universidade Federal de Santa Maria
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações do UFSM
instname:Universidade Federal de Santa Maria (UFSM)
instacron:UFSM
instname_str Universidade Federal de Santa Maria (UFSM)
instacron_str UFSM
institution UFSM
reponame_str Biblioteca Digital de Teses e Dissertações do UFSM
collection Biblioteca Digital de Teses e Dissertações do UFSM
bitstream.url.fl_str_mv http://repositorio.ufsm.br/bitstream/1/3670/1/BARRIQUELO%2c%20CARLOS%20HENRIQUE.pdf
http://repositorio.ufsm.br/bitstream/1/3670/2/BARRIQUELO%2c%20CARLOS%20HENRIQUE.pdf.txt
http://repositorio.ufsm.br/bitstream/1/3670/3/BARRIQUELO%2c%20CARLOS%20HENRIQUE.pdf.jpg
bitstream.checksum.fl_str_mv 857762e520bc01a54ff678be7964908d
3152bafee3926933aaee02f0e8b99170
6d092e2a360981024e8648f5236f0987
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações do UFSM - Universidade Federal de Santa Maria (UFSM)
repository.mail.fl_str_mv atendimento.sib@ufsm.br||tedebc@gmail.com
_version_ 1801485283472965632