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.

About 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.

View All Articles

Sorry, comments are closed for this post.

Explosive Growth Of Data-Driven Marketing

Explosive Growth Of Data-Driven Marketing

Data-Driven Marketing There is an absolute endless amount of data that is being accumulated, dissected, analyzed with the important bits extracted and used for a number of purposes. With the amount of data in the world has already reached into multiple zettabytes annually. A Zettabyte is one million petabytes or one thousand exabytes. With data…

SaaS And The Cloud Are Still Going Strong

SaaS And The Cloud Are Still Going Strong

SaaS And The Cloud With the results of Cisco Global Could Index: 2013-2018 and Hosting and Cloud Study 2014, predictions for the future of cloud computing are notable. Forbes reported that spending on infrastructure-related services has increased as public cloud computing uptake spreads, and reflected on Gartner’s Public Cloud Services Forecast. The public cloud service…

The Future Of Cybersecurity

The Future Of Cybersecurity

The Future of Cybersecurity In 2013, President Obama issued an Executive Order to protect critical infrastructure by establishing baseline security standards. One year later, the government announced the cybersecurity framework, a voluntary how-to guide to strengthen cybersecurity and meanwhile, the Senate Intelligence Committee voted to approve the Cybersecurity Information Sharing Act (CISA), moving it one…

Low Cost Cloud Computing Gives Rise To Startups

Low Cost Cloud Computing Gives Rise To Startups

Balancing The Playing Field For Startups According to a Goldman Sachs report, cloud infrastructure and platform spending could reach $43 billion by 2018, which is up $16 billion from last year, representing a growth of around 30% from 2013 said the analyst. This phenomenal growth is laying the foundation for a new breed of startup…

Infographic: IoT Programming Essential Job Skills

Infographic: IoT Programming Essential Job Skills

Learning To Code As many readers may or may not know we cover a fair number of topics surrounding new technologies such as Big data, Cloud computing , IoT and one of the most critical areas at the moment – Information Security. The trends continue to dictate that there is a huge shortage of unfilled…

Why Small Businesses Need A Business Intelligence Dashboard

Why Small Businesses Need A Business Intelligence Dashboard

The Business Intelligence Dashboard As a small business owner you would certainly know the importance of collecting and analyzing data pertaining to your business and transactions. Business Intelligence dashboards allow not only experts but you also to access information generated by analysis of data through a convenient display. Anyone in the company can have access…

How Big Data Is Influencing Web Design

How Big Data Is Influencing Web Design

How Big Data Is Influencing Web Design For all you non-techies… You’re probably wondering what big data is (I know I was….a few years back) so let’s get the definitions out of the way so we’re on the same page, okay? Big data is A LOT of data – really, it is. It is a…

Digital Marketing Driven by Cloud, Big Data and IoT

Digital Marketing Driven by Cloud, Big Data and IoT

Digital Marketing Successful digital marketing campaigns are being driven largely by trending technologies, specifically the Internet of Things (IoT), Big Data, and The Cloud. These may be used for a huge number of marketing applications, from optimizing the performance of sports teams to improving science and research, even helping to aid law enforcement. Amazon Web…

Cloud Infographic – Guide To Small Business Cloud Computing

Cloud Infographic – Guide To Small Business Cloud Computing

Small Business Cloud Computing Trepidation is inherently attached to anything that involves change and especially if it involves new technologies. SMBs are incredibly vulnerable to this fear and rightfully so. The wrong security breach can incapacitate a small startup for good whereas larger enterprises can reboot their operations due to the financial stability of shareholders. Gordon Tan contributed an…

Three Factors for Choosing Your Long-term Cloud Strategy

Three Factors for Choosing Your Long-term Cloud Strategy

Choosing Your Long-term Cloud Strategy A few weeks ago I visited the global headquarters of a large multi-national company to discuss cloud strategy with the CIO. I arrived 30 minutes early and took a tour of the area where the marketing team showcased their award winning brands. I was impressed by the digital marketing strategy…