ADSLANF: A negotiation framework for cloud management systems using a bulk   negotiation behavioral learning approach

RAJKUMAR RAJAVEL; MALA THANGARATHINAM

Makale detayları

ADSLANF: A negotiation framework for cloud management systems using a bulk negotiation behavioral learning approach

Yazarlar:

RAJKUMAR RAJAVEL | MALA THANGARATHINAM

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 1, pp.563-590

Belge Tipi:

Makale

Yayın Tarihi:

1/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000741273

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632

Özet:

 

One of the major challenges in cloud computing is the development of a   service-level agreement (SLA) negotiation framework using an intelligent   third-party broker negotiation strategy. Current frameworks exploit various   negotiation strategies using game theoretic, heuristic, and   argumentation-based approaches for obtaining optimal negotiation with a   better success rate (negotiation commitment). However, these approaches fail   to optimize the negotiation round (NR), total negotiation time (TNT), and   communication overhead (CO) involved in the negotiation strategy. To   overcome these problems, certain researchers have exploited trade-off,   concession, and behavioral learning strategies with varying degrees of   sacrifices (reductions) in their concerned proposal generation. Such   sacrifices can prevent negotiation break-off and optimize the negotiation   strategy to an extent with fewer NRs, less TNT, and less CO. It maximizes   the utility value and the success rate. To further optimize the negotiation   strategy and prevent negotiation break-off, a bulk negotiation behavioral   learning (BNBL) approach is proposed. This approach uses the reinforcement   learning negotiation strategy to provide varying degrees of sacrifice for   obtaining an optimal result. Hence, the proposed automated dynamic SLA   negotiation framework (ADSLANF) using the BNBL approach will reduce the NRs,   TNT, and CO. It also significantly maximizes the utility value and success   rate (SLA commitment) among negotiation parties such as service consumers   and service providers.

Makale detayları

ADSLANF: A negotiation framework for cloud management systems using a bulk negotiation behavioral learning approach

Yazarlar: RAJKUMAR RAJAVEL | MALA THANGARATHINAM

Yayıncı: TUBITAK

Dergi: Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 1, pp.563-590

Belge Tipi: Makale

Yayın Tarihi: 1/2017

Belge Dili: Türkçe

Document ID (Org No.): 2000741273

Sıklık: İki Aylık

eISSN: 1303-6203

pISSN: 1300-0632

Sayı

Yazarlar:

RAJKUMAR RAJAVEL | MALA THANGARATHINAM

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 1, pp.563-590

Belge Tipi:

Makale

Yayın Tarihi:

1/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000741273

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632