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.

Comics

At CloudTweaks, we're plugged into the cloud, the internet of things and all that the web has to offer. From wearable technology, to mobile computing, cloud computing and big data, CloudTweaks is your source for updates and news on the most innovative technology.

Popular

Top Viral Impact

Cloud Infographic – The Future Of Big Data

Cloud Infographic – The Future Of Big Data

Cloud Infographic – 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…

IBM and SAP Announce Industry’s Largest Cloud Deal

IBM and SAP Announce Industry’s Largest Cloud Deal

IBM and SAP Announce Industry’s Largest Cloud Deal IBM and SAP have shaken the cloud computing world this afternoon with the announcement of one of the largest cloud deals in the industry’s history – bringing together two of the largest technology companies in a bid to offer a more holistic service to their clients. SAP…

Cloud Infographic – The Internet Of Things In 2020

Cloud Infographic – The Internet Of Things In 2020

Cloud Infographic –  The Internet Of Things In 2020 The growing interest in the Internet of Things is amongst us and there is much discussion. Attached is an archived but still relevant infographic by Intel which has produced a memorizing snapshot at how the number of connected devices have exploded since the birth of the…

Using Big Data To Make Cities Smarter

Using Big Data To Make Cities Smarter

Using Big Data To Make Cities Smarter The city of the future is impeccably documented. Sensors are used to measure air quality, traffic patterns, and crowd movement. Emerging neighborhoods are quickly recognized, public safety threats are found via social networks, and emergencies are dealt with quicklier. Crowdsourcing reduces commuting times, provides people with better transportation…

Featured Sponsors

The Internet of Everything Opens Up The World

The Internet of Everything Opens Up The World

Shaping The World With New Technologies As a connected collection of intelligent objects, the Internet of Everything promises to open up those areas of the world hardest hit by economic, political and agricultural blights. Relatively inexpensive devices, paired with revolutionary energy sources and unprecedented access to information offer great promise to farmers and workers in…

Moving From Email Into The Cloud

Moving From Email Into The Cloud

Mobile Collaboration In The Cloud Imagine that you, as a manager, are told by the powers that be that you have to find “efficiencies” within your department that will result in one million dollars of savings annually. You struggle with this. You send an email to everyone on your senior team. “Where can we save…

Sponsors

What To Do When You’ve Outgrown Your Basic Business Software

What To Do When You’ve Outgrown Your Basic Business Software

What To Do When You’ve Outgrown Your Basic Business Software You know that feeling. You have multiple business products that aren’t communicating, meaning your employees are doing more work, uploading redundant data into different systems. The software is sluggish and can’t be accessed via browser. You’re paying per user, which is starting to get painful.…

Placement Opportunities - Find Out!

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.

You can help continue to support our community by social sharing, sponsoring, partnering or contributing to this great educational resource.

Contact

CloudTweaks Media
Phone: 1 (212) 763-0021

Join Our Newsletter