The Lighter Side Of The Cloud – Big Data Project
The Lighter Side Of The Cloud – Status Update
The Lighter Side Of The Cloud – Efficiency

Towards Intelligent Cloud Diagnostics: Well Researched Software Marvel

Towards Intelligent Cloud Diagnostics: Well Researched Software Marvel

A devoted group of researchers at North Carolina State University have painstakingly developed a novel software tool aimed at addressing performance disarrays in cloud computing systems. The tool functions to automatically classify and respond to potential network disruptions before they actually occur.

Cloud computing provides the freedom of creating numerous virtual machines provided to the end-users across a single computing platform – all that functions autonomously. Performance issues with such an approach are bound to occur. In case of a software glitch or a closely related hiccup, problems arising across a single effected virtual machine may end up bringing down the entire cloud down on its knees.

Determination of various contingencies across a system can be simplified by sensing and keeping a track of numerous machine related variables. The software does exactly that. By calculating the current network traffic, extent of memory consumption, CPU utilization, and several other parameters of data within a cloud computing infrastructure, the tool is able to estimate an effective measure of the overall system health. This renders the software flexible enough to formulate an adequate data-range characterization that can be safely considered as being normal. The processor usage, for instance, reflects the amount of computational power being required at any instant of time. The software outlines normal performance for every virtual machine in the cloud, and reports deviation of almost any sort. Based on the aforementioned information the tool predicts incongruities that might potentially affect the system’s capacity to provide service to users.

This particular approach is immensely beneficial in terms of associated benefits, including the all-important savings inherent with the alleviation of personnel training requirement. The software, being entirely autonomous depicts aberrant behavior on its own. In addition, the ability to predict anomalies is a feat that has never been achieved before. Not only that, upon sensing abnormal behavior in a virtual machine, it executes a pre-defined black box diagnostic test that determines which variables (memory usage, for instance) might be affected. The diagnostic data is then used to prompt the suitable prevention subroutine without making use of the user’s personal data in any form.

Helen Gu, co-author of the paper articulating this research marvel and an assistant professor at North Carolina State University explained: “If we can identify the initial deviation and launch an automatic response, we can not only prevent a major disturbance, but actually prevent the user from even experiencing any change in system performance.”

Most importantly, the software is not resource hungry (power in particular) and does not consume considerable amount of processor cycles to operate. It has the ability to fetch the preliminary data and classify normal behavior much quicker than the existing tactics. With CPU power consumption less than 1% of the total and a mere 16 megabytes of memory, the software is bound to pack a punch.

During the testing phase, the program recognized up to 98% of incongruities, which is the utmost as compared to existing approaches. It prompted a mere 1.7% of false alarms. Gu says: “And because the false alarms resulted in automatic responses, which are easily reversible, the cost of the false alarms is negligible.”

The software does sound like a real game-changer altogether. However, commercialization of the said research would eventually reveal the true benefits this tool has in store for the cloud computing industry – fingers crossed.

By Humayun Shahid

 

Best Practices for Cloud-Based Recovery

Download this Whitepaper today to learn more best practices for Cloud-Based Recovery.

Humayun

With degrees in Communication Systems Engineering and Signal Processing, Humayun currently works as a lecturer at Pakistan's leading engineering university. The author has an inclination towards incorporating quality user experience design in smartphone and web applications.

Sorry, comments are closed for this post.

Recent

Improving Safety On The Digital Highway

Improving Safety On The Digital Highway

Digital Highway Safety When it comes to transportation, safety is highly consequential. From educational programs to legal penalties, safety is principle to the way that travel is spoken about and acted upon. But what about digital travel? Although user files are hardly as important as users themselves, they often contain sensitive information. As cloud computing’s momentum…

From AOL To Twitch: A Decade Of Big Data Hacks

From AOL To Twitch: A Decade Of Big Data Hacks

A Decade Of Big Data Hacks The idea of hacking has been around forever. Popular in science-fiction films for decades, hacks have now become a reality for many people who engage in basic activities online. Here is a look at a list ten years in the making, a decade of hacks year-to-year. Included is an…

Popular

Cloud Infographic – The Future Of Big Data

Cloud Infographic – The Future Of Big Data

The Future Of Big Data Big Data is BIG business and will continue to be one of the more predominant areas of focus in the coming years from small startups to large scale corporations. We’ve already covered on CloudTweaks how Big Data can be utilized in a number of interesting ways from preventing world hunger to helping teams win…

The Cloud In 2015: Eight Trends To Look For

The Cloud In 2015: Eight Trends To Look For

The Cloud In 2015 For organizations of all sizes, in 2014 the cloud emerged as a critical part of the default consideration set when implementing any new application – in large part due to the cloud’s proven ability to handle data storage and processing demands in an elastic manner, improved verifiable standards around data security and…

Cloud Infographic – The Future (IoT)

Cloud Infographic – The Future (IoT)

The Future (IoT) By the year 2020, it is being predicted that 40 to 80 billion connected devices will be in use. The Internet of Things or IoT will transform your business and home in many truly unbelievable ways. The types of products and services that we can expect to see in the next decade…

Cloud Infographic – What Is The Internet of Things?

Cloud Infographic – What Is The Internet of Things?

What Is The Internet of Things? “We’re still in the first minutes of the first day of the Internet revolution.”  – Scott Cook The Internet of Things (IOT) and Smart Systems are based on the notions of Sensors, Connectivity, People and Processes. We are creating a new world to view and measure anything around us through…

The Future Of Work: What Cloud Technology Has Allowed Us To Do Better

The Future Of Work: What Cloud Technology Has Allowed Us To Do Better

What Cloud Technology Has Allowed Us to Do Better The cloud has made our working lives easier, with everything from virtually unlimited email storage to access-from-anywhere enterprise resource planning (ERP) systems. It’s no wonder the 2013 cloud computing research IDG survey revealed at least 84 percent of the companies surveyed run at least one cloud-based application.…

Sponsored Posts

The Value of Hybrid Cloud

The Value of Hybrid Cloud

The Value of Hybrid Cloud As the “cloud” continues to exert its dominance as the IT technology of the day, the question for many companies focuses on what type of cloud to choose: public, private, or a combination of the two, known as hybrid. Each has its advantages. Private cloud – owned and maintained by…

Cloud Logo Sponsors

hp Logo CityCloud-PoweredByOpenstack-Bluesquare_logo_100x100-01
cisco_logo_100x100 vmware citrix100
Site 24x7


Contributor Spotlight

Established in 2009, CloudTweaks is recognized as one of the leading influencers in cloud computing, big data and internet of things (IoT) information. Our goal is to continue to build our growing information portal, by providing the best in-depth articles, interviews, event listings, whitepapers, infographics and much more.

Branded Content Programs

Advertising