Personality-aware vnf deployment for profit maximization

Ruiming Yang; Kun Cao; Peijin Cong; Junlong Zhou; Mingsong Chen; Tongquan Wei

doi:10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

Personality-aware vnf deployment for profit maximization

Ruiming Yang
, Kun Cao
, Peijin Cong
, Junlong Zhou
, Mingsong Chen
, Tongquan Wei

East China Normal University
Nanjing University of Science and Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

Virtual Network Function (VNF) providers aim to maximize their profits while satisfying diverse users' requirements. However, existing research does not take user personality into account when optimizing the profit of VNF providers, where user personality has a great influence on the VNF providers' profit. In this paper, we investigate personality-aware VNF deployment to maximize the VNF provider's profit. First, we model personalized service chain requests to capture the different requirements of users with different personalities for service requests. We further propose a user satisfaction prediction model according to questionnaires to obtain the attribute values of the above personalized service chain request. Subsequently, we propose a genetic algorithm based personality-aware VNF deployment scheme to maximize the VNF provider's profit while considering diverse personalities of individual users. Simulation results show that our proposed approach can increase the profit of the VNF provider by 9.19% and the request acceptance rate by 20.70%, respectively.

Original language	English
Title of host publication	Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	380-387
Number of pages	8
ISBN (Electronic)	9781728143286
DOIs	https://doi.org/10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062
State	Published - Dec 2019
Externally published	Yes
Event	17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019 - Xiamen, China Duration: 16 Dec 2019 → 18 Dec 2019

Publication series

Name	Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019

Conference

Conference	17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019
Country/Territory	China
City	Xiamen
Period	16/12/19 → 18/12/19

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

Deployment
Genetic algorithm
Network function virtualization
Personality
Profit

Access to Document

10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

Cite this

Yang, R., Cao, K., Cong, P., Zhou, J., Chen, M., & Wei, T. (2019). Personality-aware vnf deployment for profit maximization. In Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019 (pp. 380-387). Article 9047271 (Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

Yang, Ruiming ; Cao, Kun ; Cong, Peijin et al. / Personality-aware vnf deployment for profit maximization. Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 380-387 (Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019).

@inproceedings{2b4a7228250d46bda6aaaf027757f781,

title = "Personality-aware vnf deployment for profit maximization",

abstract = "Virtual Network Function (VNF) providers aim to maximize their profits while satisfying diverse users' requirements. However, existing research does not take user personality into account when optimizing the profit of VNF providers, where user personality has a great influence on the VNF providers' profit. In this paper, we investigate personality-aware VNF deployment to maximize the VNF provider's profit. First, we model personalized service chain requests to capture the different requirements of users with different personalities for service requests. We further propose a user satisfaction prediction model according to questionnaires to obtain the attribute values of the above personalized service chain request. Subsequently, we propose a genetic algorithm based personality-aware VNF deployment scheme to maximize the VNF provider's profit while considering diverse personalities of individual users. Simulation results show that our proposed approach can increase the profit of the VNF provider by 9.19\% and the request acceptance rate by 20.70\%, respectively.",

keywords = "Deployment, Genetic algorithm, Network function virtualization, Personality, Profit",

author = "Ruiming Yang and Kun Cao and Peijin Cong and Junlong Zhou and Mingsong Chen and Tongquan Wei",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019 ; Conference date: 16-12-2019 Through 18-12-2019",

year = "2019",

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doi = "10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062",

language = "英语",

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publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "380--387",

booktitle = "Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019",

address = "美国",

}

Yang, R, Cao, K, Cong, P, Zhou, J, Chen, M & Wei, T 2019, Personality-aware vnf deployment for profit maximization. in Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019., 9047271, Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019, Institute of Electrical and Electronics Engineers Inc., pp. 380-387, 17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019, Xiamen, China, 16/12/19. https://doi.org/10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

Personality-aware vnf deployment for profit maximization. / Yang, Ruiming; Cao, Kun; Cong, Peijin et al.
Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 380-387 9047271 (Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Personality-aware vnf deployment for profit maximization

AU - Yang, Ruiming

AU - Cao, Kun

AU - Cong, Peijin

AU - Zhou, Junlong

AU - Chen, Mingsong

AU - Wei, Tongquan

PY - 2019/12

Y1 - 2019/12

N2 - Virtual Network Function (VNF) providers aim to maximize their profits while satisfying diverse users' requirements. However, existing research does not take user personality into account when optimizing the profit of VNF providers, where user personality has a great influence on the VNF providers' profit. In this paper, we investigate personality-aware VNF deployment to maximize the VNF provider's profit. First, we model personalized service chain requests to capture the different requirements of users with different personalities for service requests. We further propose a user satisfaction prediction model according to questionnaires to obtain the attribute values of the above personalized service chain request. Subsequently, we propose a genetic algorithm based personality-aware VNF deployment scheme to maximize the VNF provider's profit while considering diverse personalities of individual users. Simulation results show that our proposed approach can increase the profit of the VNF provider by 9.19% and the request acceptance rate by 20.70%, respectively.

AB - Virtual Network Function (VNF) providers aim to maximize their profits while satisfying diverse users' requirements. However, existing research does not take user personality into account when optimizing the profit of VNF providers, where user personality has a great influence on the VNF providers' profit. In this paper, we investigate personality-aware VNF deployment to maximize the VNF provider's profit. First, we model personalized service chain requests to capture the different requirements of users with different personalities for service requests. We further propose a user satisfaction prediction model according to questionnaires to obtain the attribute values of the above personalized service chain request. Subsequently, we propose a genetic algorithm based personality-aware VNF deployment scheme to maximize the VNF provider's profit while considering diverse personalities of individual users. Simulation results show that our proposed approach can increase the profit of the VNF provider by 9.19% and the request acceptance rate by 20.70%, respectively.

KW - Deployment

KW - Genetic algorithm

KW - Network function virtualization

KW - Personality

KW - Profit

UR - https://www.scopus.com/pages/publications/85085529441

U2 - 10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

DO - 10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

M3 - 会议稿件

AN - SCOPUS:85085529441

T3 - Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019

SP - 380

EP - 387

BT - Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019

Y2 - 16 December 2019 through 18 December 2019

ER -

Yang R, Cao K, Cong P, Zhou J, Chen M, Wei T. Personality-aware vnf deployment for profit maximization. In Proceedings - 2019 IEEE International Conference on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 380-387. 9047271. (Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019). doi: 10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00062

Personality-aware vnf deployment for profit maximization

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

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