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.

Join Our Newsletter

Receive updates each week on news, tips, events, comics and much more...

Can I Contribute To CloudTweaks?

Yes, much of our focus in 2015 will be on working with other influencers in a collaborative manner. If you're a technology influencer looking to collaborate with CloudTweaks – a globally recognized leader in cloud computing information – drop us an email with “tech influencer” in the subject line.

What is the 12/12 Program?

This program is designed to better handle the thousands of requests we receive from people looking to submit articles. The 12/12 program is the commitment of 12 articles delivered over a 12-month period.  

Wait! What if I just want to submit one article?

Our popular pay as you go sponsorship program provides the flexibility to submit as you wish and is designed for all budgets.

Contributors

Ten Tips For Successful Business Intelligence Implementation

Ten Tips For Successful Business Intelligence Implementation

Ten Tips for Successful Business Intelligence Implementation The cost of Business Intelligence (BI) software goes far beyond the purchase price. Time spent researching, implementing, and maintaining your BI investment can snowball quickly and mistakes are often expensive. Your time is valuable – save it by learning from other businesses’ experiences. We’ve compiled the top ten

Knots And Cloud Service Providers

Knots And Cloud Service Providers

How Do These Two Compare? In Boy Scouts, I learned how to tie knots. The quickest knot you can tie is the slipknot. It’s very effective for connecting one thing to another via the rope you have. It was used in setting up tents, mooring boats to docks temporarily and lifting your food up into

What Ever Happened To Google Glass?

What Ever Happened To Google Glass?

What Ever Happened to Google Glass? It was supposed to be the next big thing in tech so where did it go? Last year you could not go anywhere without hearing about some insane new use for the product and now it seems to have vanished in a plume of smoke. A Lackluster Rollout Back

Posted on by

Big Data

Big Data In Your Garden: Initiatives For Better Understanding Nature

Big Data In Your Garden: Initiatives For Better Understanding Nature

Big Data in Your Garden Big Data and IoT initiatives are springing up all across the globe, making cities, protesters–and just about everything else–smarter. However, thus far there’s been little attention paid to the interactions between these bizarre technologies and living things other than humans. Biology, that is, human biology is one field where Big

Who Holds the Key to the City: Big Data and City Management

Who Holds the Key to the City: Big Data and City Management

Big Data and City Management Cities like New York, Madrid, and especially Rio de Janeiro are augmented with Big Data-powered initiatives that range from combating crime with predictive analytics (New York & Madrid) to providing real-time data for improved management. Although Big Data is no panacea and is mainly used in conjunction with a greater

Smart Cities – How Big Data Is Changing The Power Grid

Smart Cities – How Big Data Is Changing The Power Grid

Smart Cities And Big Data As Anthony Townsend argues in his SMART CITIES, even though the communications industry has changed beyond recognition since its inception, the way we consume power has remained stubbornly anachronistic. The rules of physics are, of course, partially to blame, for making grid networks harder to decentralize, as opposed to communication

Internet of Things

Where’s the Capital of the Internet of Things?

Where’s the Capital of the Internet of Things?

Where’s the Capital? We all know the capitals of fashion are London, New York and Paris, while the capital of film is Hollywood (or Bollywood!) – but what’s the new capital of the internet? Specifically, the internet of things? The answer – according to new research by Ozy – might surprise you. It’s not Tokyo, Seoul,

Smart Cities – How Big Data Is Changing The Power Grid

Smart Cities – How Big Data Is Changing The Power Grid

Smart Cities And Big Data As Anthony Townsend argues in his SMART CITIES, even though the communications industry has changed beyond recognition since its inception, the way we consume power has remained stubbornly anachronistic. The rules of physics are, of course, partially to blame, for making grid networks harder to decentralize, as opposed to communication

Aggregated News

Popular News Sources

An Entrepreneur Ate a Smart Pill to Show How to Track Your Data

An Entrepreneur Ate a Smart Pill to Show How to Track Your Data

SYDNEY — One entrepreneur from Melbourne is putting his health on the line for the love of his new app. Chris Koch ate a device inside a tablet at 12 p.m. local time on Monday as part of a competition to promote his business, Pop!, to prove you can keep track of your data anywhere. Even

Q&A with Futurist Martine Rothblatt

Q&A with Futurist Martine Rothblatt

If computers think for themselves, should they have human rights? Bina48 is a robotic head that looks and speaks like a person—it moves its lips and runs conversational software. Although the robot isn’t alive, it’s hard to say there is no life at all in Bina48. In conversation, it sometimes says surprising things. Google’s director

SAP Cuts Outlook

SAP Cuts Outlook

Enterprise software provider SAP AG lowered its earnings outlook for this year, even as it reported a 15% increase in third-quarter net profit, boosted by growth in subscriptions for its cloud-based software products. Read the source article at online.wsj.com About Latest Posts HumayunWith degrees in Communication Systems Engineering and Signal Processing, Humayun currently works as a