Adaptation in cloud resource configuration: a survey

Hummaida, Abdul R.; Paton, Norman W.; Sakellariou, Rizos

doi:10.1186/s13677-016-0057-9

Journal of Cloud Computing

Advances, Systems and Applications

Table 2 Summary of literature that adapt cloud resources, ordered by the Decision Engine Architecture

From: Adaptation in cloud resource configuration: a survey

Project			Objective					Resource					Tech	Adapt trigger	Arch	Infra	Workload	Setup [#nodes]
	P	SLA	Rev	Cust cost	Whole VM/node	CPU	Mem	Migrate	Disk I/O	DVFS	Node	ST
											off
Zheng [31]	x	x			x			x					GA	P	Central	Hom	Generic	Simulation[200]
Zhang [32]		x			x								QT	P	Central	Hom	Multi tier	Simulation
Zuo [71]	x	x			x			x			x		Heuristic	R	Central	Het	Generic	Simulation
Tchana [66]	x		x		x			x					CSP	R	Central	Het	Generic	Private + AWS
Beloglazov [39, 69]	x	x			x			x			x		Heuristic	R	Central	Het	Generic	Simulation [100] [800]
Wesam [33]		x				x	x						Heuristic	R	Central	Het	Multi tier	Xen test bed
Gmach [57]		x						x			x		CT	R	Central	Hom	Generic	Simulation
Fargo [37]	x	x				x	x			x	x		Heuristic	P	Central	Hom	Web App	Xen test bed
Won Choi [70]		x						x					Heuristic	R	Central	Hom	Generic	Linux test bed
Iqbal [62]		x						x			x		Heuristic	R + P	Central	Hom	Generic	Eucalyptus
Roy [28]		x	x		x								CT	P	Central	Hom	Multi tier	NA
Xiangping Bu [38]		x				x	x						RL	R	Central	Hom	Multi tier	Xen test bed
Padala [35]		x				x			x				CT	P	Layered	Hom	Multi tier	Xen test bed
Xu [51]		x				x							CT	P	Central	Hom	Web App	ESX test bed
Jamshidi [52]		x		x	x								CT	R + P	Central	Hom	Web App	Azure
Bodik [23]		x		x	x								CT	P	Central	Hom	Multi tier	Simulation
Lama [24]				x	x								SML + Heuristic	P	Central	Het	Hadoop	ESX test bed
Koehler [47]				x	x							x	Utility	P	Central	Hom	Hadoop	KVM test bed
Kusic [41]	x	x			x	x					x		CT+ Utility+ TS	P	Central	Het	Multi tier	ESX test bed
Zhu [50]		x				x					x		CT + Utility	R	Central	Hom	Web App	HP-UX
Hasan [55]		x				x							Heuristic	R	Central	Hom	Generic	Test bed
Cardosa [42]	x				x								Utility + Heuristic	R	Central	Hom	Generic	ESX test bed
Shen [40]	x	x				x	x	x		x			TS	P	Central	Het	Web App	Xen test bed
Nathuji [49]		x				x							CT	P	Central	Het	Generic	Hyper-V test bed
Malkowski [25]		x			x								CT + Heuristic	P	Central	Hom	Multi tier	Xen test bed
Lim [74]		x										x	CT	R	Central	Hom	Hadoop	Xen test bed
Ali-Eldin [26]		x			x								CT	R + P	Central	Hom	Generic	Simulation
Zhani [27]	x		x		x			x					Heuristic	R	Central	Hom	Generic	Simulation [400]
Han [45]		x	x			x	x		x				Heuristic	R	Central	Hom	Generic	IC Cloud
Han [54]		x		x	x								QT	R	Central	Hom	Generic	Simulation
Gulati [65]		x				x	x	x	x				Greedy Heuristic	R	Central	Het	Generic	ESX test bed
Berral [56]	x	x						x			x		SML	P	Central	Hom	Generic	Simulation [400]
Addis [19]		x	x			x		x		x	x		Utility + Heuristic	R	Central	Het	Multi tier	IBM test bed
Urgaonkar [29]		x			x								QT	R + P	Central	Hom	Multi tier	Xen test bed
Tolia [73]	x	x						x		x			Heuristic	R	Central	Hom	Generic	Xen test bed
Casalicchio [68]		x	x					x					Heuristic	N/A	Central	Hom	Generic	Workstation
Celaya [30]	x	x			x						x		Heuristic	P	Central	Hom	Parellel	Simulation
Addis [53]	x	x	x			x		x		x	x		Utility + Heuristic	P	Hierarch	Het	Multi tier	IBM test bed [7200]
Zhu [67]		x				x		x			x		CT + Heuristic + TS	P	Hierarch	Hom	Web App	ESX/Simulation
Jung [44]	x	x				x		x			x		Heuristic + Utility+TS	P	Central + Hierarch	Het	Multi tier	Xen test bed
Almeida [36]		x	x			x					x		Utility	P	Hierarch	Hom	Multi tier	Simulation
Nguyen Van [22]		x	x		x			x					Utility + CSP	R	Hierarch	Het	Generic	Simulation
Sedaghat [64]	x							x					Heuristic+ P2P	R	Distrib	Het	Generic	Simulation [100,000]
Wuhib [43]	x	x			x			x					Heuristic + P2P + TS	P	Disrib	Hom	Generic	Simulation [160,000]

Legend: CT =Control Theory; RL = Reinforcement learning; CSP = Constrained satisfaction problem; SML = Supervised machine learning; P2P = Peer-to-Peer; QT = Queuing Theory; GA = Genetic Algorithm; TS = Time series; R = Reactive; P = Proactive; Hom =Homogenous; Het = Heterogeneous

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