Search or add a thesis

Advanced Search (Beta)
Home > Sla-Aware Energy Efficient Resource Management for Cloud Environments

Sla-Aware Energy Efficient Resource Management for Cloud Environments

Thesis Info

Access Option

External Link

Author

Mustafa, Saad

Program

PhD

Institute

COMSATS University Islamabad

City

Islamabad

Province

Islamabad.

Country

Pakistan

Thesis Completing Year

2018

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/12808/1/Saad_Mustafa_Computer_Science_HSR_2018_CIIT_25.09.2018.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727835066

Asian Research Index Whatsapp Chanel
Asian Research Index Whatsapp Chanel

Join our Whatsapp Channel to get regular updates.

Similar


Cloud Computing has emerged as one of the leading computational paradigms in recent times. It provides online services to customers using pay-as-you-go model and enables customers to outsource large and complex tasks to cloud data centers for remote execution and storage. As these large data centers provide basic resources to hosted tasks, they also consume a huge amount of energy, which leads to not only higher operating cost but also a large carbon footprint. Consequently, researchers proposed number of solutions to handle the aforementioned issues, and majority of these solutions are based on resource consolidation approach. Resource consolidation based techniques attempt to place the incoming tasks on minimum possible servers, thereby increasing the resource utilization and decreasing energy consumption. However, in case of fluctuating workloads, which is encountered regularly in cloud computing, aggressive consolidation increases the risks of Service Level Agreement (SLA) violations due to nonavailability of resources. Therefore, the focus of research has shifted towards SLA-aware energy-efficient solutions that attempt to reduce energy consumption and SLA violations simultaneously. In this work, improved resource management solutions are presented that attempt to reduce energy consumption while keeping down the SLA violations at the minimum. This research improved the existing energy-efficient techniques to further enhance their performance while introducing SLA-awareness. In the proposed solutions, lower and upper thresholds are used to identify the under-utilized and overutilized servers, respectively. In this research, five existing techniques are modified, namely; Best Fit Decreasing (BFD), Enhanced-Conscious Task Consolidation (ECTC), Maximum Utilization (MaxUtil), Power and Computing Capacity-Aware BFD (PCABFD), and Energy-aware and Performance per watt Oriented Best Fit (EPOBF). Moreover, the work also presents four novel SLA-aware energy-efficient resource management and workload consolidation techniques, namely; (1) Minimum Energy BFD (MEBFD), (2) Maximum Capacity BFD (MCBFD), (3) Available Capacity and Power (ACP) based technique, and (4) Required Capacity and Power (RCP) based technique. These techniques attempt to reduce energy consumption by using workload consolidation approach, wherein; thresholds are used to keep some of the resources free for handling workload fluctuations to avoid SLA violations. Moreover, a Pareto-Efficient Technique (PET) is proposed that explores the solution space in two dimensions (energy consumption and SLA violations). Further, a Behavior based Energy and SLA-aware Technique (BEST) is proposed that monitors the behavior of VMs and optimizes VM placement accordingly. In addition to resource allocation techniques, an SLA and Power-Aware VM (SPAVM) migration technique is proposed that does not migrate the VM instantly. Instead, SPAVM waits for a given period of time, and the VM is migrated to another server only if during that period VM resource demand doesn’t lower further. Alternatively, if the demand lowers then the VM is not migrated. Consequently, along with the number of migrations, power consumed on VM migrations is also reduced and SLA violations are dealt with by using the thresholds. In addition, this research presents two dynamic threshold mechanisms: (1) Exponential Smoothing based Threshold (EST) mechanism and (2) Moving Average based Threshold (MAT). Formal modeling and verification of the proposed techniques using Petri nets have been conducted. The extensive evaluation process is followed to analyze the performance of proposed techniques. Experimental results indicate that the proposed techniques improve both the energy efficiency and SLA-awareness as compared to recent techniques in literature. Techniques presented in this thesis can be used by the IT companies that have large data centers to process user''s data and tasks. The proposed solutions can help large cloud service providers in reducing energy expenditure while avoiding SLA violations leading to an increase in profitability.
Loading...
Loading...

Similar Books

Loading...

Similar Chapters

Loading...

Similar News

Loading...

Similar Articles

Loading...

Similar Article Headings

Loading...

سر شانتی سروپ بھٹناگر

سرشانتی سروپ بھٹنا گر
افسوس ہے پچھلے دنوں سرشانتی سروپ بھٹنا گراور پنڈت کشن پرشاد کول، ملک کی دونامور شخصیتوں نے وفات پائی اور ملک ان کی خدمات سے محروم ہوگیا۔اول الذکر ہندوستان کے نامور سائنٹسٹ تھے۔ کیمسٹری اور فزکس میں بین الاقوامی شہرت کے مالک تھے، آزادی کے بعد سے ملک میں جو صنعتی ترقی ہوئی ہے اور سائنس نے جو فروغ پایا ہے اس میں سرشانتی سروپ کابہت بڑا حصّہ ہے۔پھربڑی بات یہ ہے کہ وہ مرزا غالبؔ کے محبوب شاگرد اور دوست منشی ہرگوپال تفتہ جن کو مرزا نوشہ محبت میں مرزا تفتہ کہاکرتے تھے ان کے نواسے تھے اور انھوں نے اردو شعروشاعری کاذوق ورثہ میں پایا تھا۔ چنانچہ وہ اُردو کے صاحب دیوان شاعر بھی تھے۔مشاعروں کی صدارت بھی کرتے تھے اور اپنے دوست احباب کوجن میں شامل ہونے کا فخر راقم الحروف کوبھی تھا،اپنے اشعار بڑے مزے میں سناتے تھے۔ سائنس اور شاعری کے لطیف امتزاج اورخاندانی روایات کے باعث وہ ہماری گذشتہ تہذیب اور کلچر کے سچے حامل اورعلم بردار تھے۔ اب ان کی وفات سے جو خلا پیدا ہوگیا ہے اس کاپُر ہونا مشکل ہے۔
[ فروری ۱۹۵۵ء]

 

Codification of Muslim Family Laws of Pakistan and Malaysia: An Evolutionary Comparative Study

Codification is the creation of codes, the compilation of written statues, rules, and regulations that inform the public of the acceptable and the unacceptable behaviour. Muslim jurists had differed in their opinion of codification of Islamic laws; some supported the idea, while the others opposed it. However, in the contemporary global situation, Muslim scholars are emphasizing the importance of codification of Islamic laws and efforts have been initiated in many Muslim countries to codify them. In the current paper, the evolution of Muslim Family Laws of Pakistan and Malaysia has been comparatively studied. Malaysia has been selected due to its technological and economic advancement among the Muslim countries. Malaysia serves as an example in the modem codification of Islamic Laws. In Pakistan, Criminal and Penal Laws are codified while the Muslim Family Laws have not been codified and left scattered in various acts, ordinances and court decisions. The Malaysian Family Law are codified in one volume and enacted after necessary legislation through an act of the parliament. The objective of this comparative evolutionary study is to provide a practical model for the Islamization and codification of Muslim Family Laws in Pakistan.

Exploit at on of Agro - Industrial Wastes for the Microbial Production of Intra Cellular and Extra Cellular Enzyme Penicillin - G - Acylase by Fermentation

Penicillinase deficient strains of E. coli and B. megaterium were isolated from the local habitat for the production of intra-cellular and extra-cellular enzyme penicillin-G- Acylase (PGA), respectively. After screening, the best enzyme producing strain of E. coli (PCSIR-102) and B. megaterium (5-B) were mutagenized by UV, MNNG, SDS and EMS reagents. The strain of E. coli (MNNG-37) gave higher enzyme PGA activity (231 IU mg -1 ) in fermentation medium of composition: Peptone 2%, KH 2 PO 4 0.3%, K 2 HPO 4 0.7%, MgSO 4 .7H2O 0.02%, sodium-L-glutamate 0.5% and yeast extract 0.5%. at pH 6.0, 30 0 C temperature for 50 hours. The strain of B. megaterium (MNNG-9) gave more higher enzyme PGA activity (329 IU mg -1 ) in fermentation medium of composition (g/l): yeast extract 2.0; peptone 5.0; sodium chloride 5.0 (Oxoid) at pH 7.0, temperature 37 0 C for 45 hours. Strain of B. megaterium (MNNG-9) after treatement with EMS was further mutagenized with in MNNG (Two-stage mutagenization) which gave higher enzyme activity of strain M-9 (525 IU mg -1 ) in molasses medium of composition (g l -1 ): CaCl 2 .2H 2 O 0.05; K 2 HPO 4 1; MgSO 4 .7H 2 O 0.5; phenyl acetic acid 10; molasses 12 and Soytone 30 at pH 7.0, temperature 37 0 C for 30 hours. The specific activity of PGA by E. coli (PCSIR-102) and B. megaterium (5-B) was also studied by using different substrates like wheat bran, rice hulls and defatted oil seed cakes of soybean, sunflower or cotton by solid substrate fermentation. Low activity of PGA was found as compared to the submerged fermentation.The cells of B. megaterium (M-9) were immobilized in calcium alginate beads. The specific activity of PGA was (505 IU mg -1 ) after 15 hours of fermentation at 30 0 C. However, the enzyme PGA produced from B. megaterium (M-9) was immobilized giving better enzyme activity as compared to the immobilized whole cells and free cells. 88% of the enzyme PGA from B. megaterium (M-9) was recovered from the fermentation broth. The level of purification was also confirmed with the help of Fast Performance Liquid Chromatography.