Developing User Perceived Value Based Pricing Models for Cloud Markets

作者
Peijin Cong,Liying Li,Junlong Zhou,Kun Cao,Tongquan Wei,Mingsong Chen,Shiyan Hu
出处
期刊:IEEE Transactions on Parallel and Distributed Systems [Institute of Electrical and Electronics Engineers]
卷期号:29 (12): 2742-2756 被引量:22
标识
DOI:10.1109/tpds.2018.2843343
摘要

With the rapid deployment of cloud computing infrastructures, understanding the economics of cloud computing has become a pressing issue for cloud service providers. However, existing pricing models rarely consider the dynamic interactions between user requests and the cloud service provider. Thus, the law of supply and demand in marketing is not fully explored in these pricing models. In this paper, we propose a dynamic pricing model based on the concept of user perceived value that accurately captures the real supply and demand relationship in the cloud service market. Subsequently, a profit maximization scheme is designed based on the dynamic pricing model that optimizes profit of the cloud service provider without violating service-level agreement. Finally, a dynamic closed loop control scheme is developed to adjust the cloud service price and multiserver configurations according to the dynamics of the cloud computing environment such as fluctuating electricity and rental fees. Extensive simulations using the data extracted from real-world applications validate the effectiveness of the proposed user perceived value-based pricing model and the dynamic profit maximization scheme. Our algorithm can achieve up to 31.32 percent profit improvement compared to a state-of-the-art approach.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
aananananan发布了新的文献求助10
1秒前
meethaha完成签到,获得积分10
1秒前
cici完成签到,获得积分10
2秒前
敲敲发布了新的文献求助20
3秒前
DeepFancy发布了新的文献求助10
4秒前
量子星尘发布了新的文献求助10
4秒前
Jasper应助aananananan采纳,获得10
4秒前
Healer发布了新的文献求助10
4秒前
jimmy给jimmy的求助进行了留言
4秒前
哞哞哞完成签到 ,获得积分10
5秒前
华仔应助桃子采纳,获得10
6秒前
牛牛关注了科研通微信公众号
10秒前
阿拉完成签到 ,获得积分10
10秒前
谈笑间应助学者11111采纳,获得10
11秒前
郑绒绒完成签到 ,获得积分10
12秒前
核桃应助yellow采纳,获得20
13秒前
夏熠完成签到,获得积分10
14秒前
科研通AI6.3应助mmmm采纳,获得10
16秒前
17秒前
17秒前
17秒前
18秒前
18秒前
可靠小懒虫完成签到,获得积分10
19秒前
陶醉的向南完成签到,获得积分10
21秒前
桐桐应助科研通管家采纳,获得10
22秒前
传奇3应助科研通管家采纳,获得10
22秒前
22秒前
小二郎应助科研通管家采纳,获得10
22秒前
在水一方应助科研通管家采纳,获得20
22秒前
22秒前
小二郎应助科研通管家采纳,获得10
22秒前
22秒前
22秒前
无极微光应助科研通管家采纳,获得20
22秒前
22秒前
香蕉觅云应助科研通管家采纳,获得10
22秒前
22秒前
wanci应助科研通管家采纳,获得10
22秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Aerospace Standards Index - 2026 ASIN2026 3000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
Research Methods for Business: A Skill Building Approach, 9th Edition 500
Social Work and Social Welfare: An Invitation(7th Edition) 410
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6048078
求助须知:如何正确求助?哪些是违规求助? 7829869
关于积分的说明 16258510
捐赠科研通 5193436
什么是DOI,文献DOI怎么找? 2778908
邀请新用户注册赠送积分活动 1762211
关于科研通互助平台的介绍 1644460