SUNNYVALE, Calif., Oct. 20, 2014 /PRNewswire/ -- Spansion Inc. (NYSE: CODE), a global leader in embedded systems, today added 96 new products to the Spansion® FM4 Family of flexible microcontrollers (MCUs). Based on the ARM® Cortex®-M4F core, the new MCUs boast a 200 MHz operating frequency and support a diverse set of on-chip peripherals for enhanced human machine interfaces (HMIs) and machine-to-machine (M2M) communications. The rich set of periphera...
|By Elizabeth A. Nichols, Ph.D||
|February 10, 2014 09:00 AM EST||
As Netuitive's Chief Data Scientist, I am fortunate to work closely with some of the worlds' largest banks, telcos, and eCommerce companies. Increasingly the executives that I speak with at these companies are no longer focused on just detecting application performance anomalies - they want to understand the impact this has on the business. For example - "is the current slowdown in the payment service impacting sales?"
You can think of it as detecting IT operations anomalies that really matter - but this is easier said than done.
Like Needles in a Haystack
When it comes to IT analytics, there is a general notion that the more monitoring data you are able to consume, analyze, and correlate, the more accurate your results will be. Just pile all that infrastructure, application performance, and business metric data together and good things are bound to happen, right?
Larger organizations typically have access to voluminous data being generated from dozens of monitoring tools that are tracking thousands of infrastructure and application components. At the same time, these companies often track hundreds of business metrics using a totally different set of tools.
The problem is that, collectively, these monitoring tools do not communicate with each other. Not only is it hard to get holistic visibility into the performance and health of a particular business service, it's even harder to discover complex anomalies that have business impact.
Anomalies are Like Snowflakes
Compounding the challenge is the fact that no two anomalies are alike. Anomalies that matter have multiple facets. They reflect a composite behavior of many layers of interacting and inter-dependent components. Additionally, they can be cleverly disguised or hidden in a haze of visible but insignificant noise. No matter how many graphs and charts you display on the largest LCD monitor you can find - the type of scalable real-time analysis required to find and expose what's important is humanly impossible.
Enter IT Operations Analytics
Analytics such as statistical machine learning allow us to understand the "normal" behavior of each resource we are tracking - be it a single IT component, web service, application, or business process. Additional algorithms help us find patterns and correlations between the thousands of IT and business metrics that matter in a critical service.
The Shift Towards IT Operations Analytics is Already Happening
This is not about the future. It's about what companies are doing today.
Several years ago thought-leading enterprises (primarily large banks with critical revenue driving services) began experimenting with a new breed of IT analytics platform. These companies' electronic and web facing businesses had so much revenue (and reputation) at stake that they needed to find the anomalies that matter -- the ones that were truly indicative of current or impending problems.
Starting with an almost "blank slate", these forward-thinking companies began developing open IT analytics platforms that easily integrated any type of data source in real time to provide a comprehensive view of patterns and relationships between IT infrastructure and business service performance. This was only possible with technologies that leveraged sophisticated data integration, knowledge modeling, and analytics to discover and capture the unique behavior of complex business services. Anything less would fail, because, like snowflakes, no two anomalies are alike.
The Continuous Need for Algorithm Research
The online banking system at one bank is different than the online system at the next bank. And the transaction slowdown that occurred last week may have a totally different root cause than the one two months ago. Even more interesting are external factors such as seasonality and its effects on demand. For example, payment companies see increased workload around holidays such as Thanksgiving and Mother's Day whereas gaming/betting companies' demand is driven more by factors such as the NFL Playoffs or the World Series.
For this reason, analytics research is an ongoing endeavor at Netuitive - part driven by customer needs and in part by advances in technology. Once Netuitive technology is installed in an enterprise and integrating data collected across multiple layers in the service stack, behavior learning begins immediately. As time passes, the statistical algorithms have more observations to feed their results and this leads to increasing confidence in both anomalies detected and proactive forecasts. Additionally, customer domain knowledge can be layered in to Netuitive's real-time analysis in the form of knowledge bases and supervised learning algorithms. The Research Group at Netuitive works closely with our Professional Services Group as well as directly with customers to regularly review actual delivered alarm quality to tune the algorithms that we have as well as identify new algorithms that would deliver greater value in an actionable timeframe.
Since Netuitive's software architecture allows for "pluggable" algorithms, we can incrementally introduce new analytics capabilities easily, at first in an experimental or laboratory setting and ultimately, once verified, into production.
The IT operations management market has matured over the past two decades to the point that most critical components are well instrumented. The data is there and mainstream IT organizations (not just visionary early adopters) realize that analytics deliver measurable and tangible value. My vision and challenge is to get our platform to the point where customers can easily customize the algorithms on their own, as their needs and IT infrastructure evolve over time. This is where platforms need to get to because of the endless variety of ways that enterprises must discover and remediate "anomalies that matter".
Stay tuned. In an upcoming blog I will drill down on some specific industry examples of algorithms we developed as part of some large enterprise IT analytic platform solutions.
Oct. 21, 2014 04:30 AM EDT Reads: 912
The Internet of Things (IoT) is making everything it touches smarter – smart devices, smart cars and smart cities. And lucky us, we’re just beginning to reap the benefits as we work toward a networked society. However, this technology-driven innovation is impacting more than just individuals. The IoT has an environmental impact as well, which brings us to the theme of this month’s #IoTuesday Twitter chat. The ability to remove inefficiencies through connected objects is driving change throughout every sector, including waste management. BigBelly Solar, located just outside of Boston, is trans...
Oct. 21, 2014 04:00 AM EDT Reads: 1,249
SYS-CON Events announced today that Matrix.org has been named “Silver Sponsor” of Internet of @ThingsExpo, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Matrix is an ambitious new open standard for open, distributed, real-time communication over IP. It defines a new approach for interoperable Instant Messaging and VoIP based on pragmatic HTTP APIs and WebRTC, and provides open source reference implementations to showcase and bootstrap the new standard. Our focus is on simplicity, security, and supporting the fullest feature set.
Oct. 20, 2014 11:45 PM EDT Reads: 1,046
Predicted by Gartner to add $1.9 trillion to the global economy by 2020, the Internet of Everything (IoE) is based on the idea that devices, systems and services will connect in simple, transparent ways, enabling seamless interactions among devices across brands and sectors. As this vision unfolds, it is clear that no single company can accomplish the level of interoperability required to support the horizontal aspects of the IoE. The AllSeen Alliance, announced in December 2013, was formed with the goal to advance IoE adoption and innovation in the connected home, healthcare, education, aut...
Oct. 20, 2014 11:15 PM EDT Reads: 1,536
SYS-CON Events announced today that Red Hat, the world's leading provider of open source solutions, will exhibit at Internet of @ThingsExpo, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Red Hat is the world's leading provider of open source software solutions, using a community-powered approach to reliable and high-performing cloud, Linux, middleware, storage and virtualization technologies. Red Hat also offers award-winning support, training, and consulting services. As the connective hub in a global network of enterprises, partners, a...
Oct. 20, 2014 09:45 PM EDT Reads: 1,081
The only place to be June 9-11 is Cloud Expo & @ThingsExpo 2015 East at the Javits Center in New York City. Join us there as delegates from all over the world come to listen to and engage with speakers & sponsors from the leading Cloud Computing, IoT & Big Data companies. Cloud Expo & @ThingsExpo are the leading events covering the booming market of Cloud Computing, IoT & Big Data for the enterprise. Speakers from all over the world will be hand-picked for their ability to explore the economic strategies that utility/cloud computing provides. Whether public, private, or in a hybrid form, clo...
Oct. 20, 2014 07:00 PM EDT Reads: 1,850
Software AG helps organizations transform into Digital Enterprises, so they can differentiate from competitors and better engage customers, partners and employees. Using the Software AG Suite, companies can close the gap between business and IT to create digital systems of differentiation that drive front-line agility. We offer four on-ramps to the Digital Enterprise: alignment through collaborative process analysis; transformation through portfolio management; agility through process automation and integration; and visibility through intelligent business operations and big data.
Oct. 20, 2014 03:45 PM EDT Reads: 1,576
The Transparent Cloud-computing Consortium (abbreviation: T-Cloud Consortium) will conduct research activities into changes in the computing model as a result of collaboration between "device" and "cloud" and the creation of new value and markets through organic data processing High speed and high quality networks, and dramatic improvements in computer processing capabilities, have greatly changed the nature of applications and made the storing and processing of data on the network commonplace.
Oct. 20, 2014 02:00 PM EDT Reads: 1,559
Be Among the First 100 to Attend & Receive a Smart Beacon. The Physical Web is an open web project within the Chrome team at Google. Scott Jenson leads a team that is working to leverage the scalability and openness of the web to talk to smart devices. The Physical Web uses bluetooth low energy beacons to broadcast an URL wirelessly using an open protocol. Nearby devices can find all URLs in the room, rank them and let the user pick one from a list. Each device is, in effect, a gateway to a web page. This unlocks entirely new use cases so devices can offer tiny bits of information or simple i...
Oct. 20, 2014 02:00 PM EDT Reads: 1,731
Things are being built upon cloud foundations to transform organizations. This CEO Power Panel at 15th Cloud Expo, moderated by Roger Strukhoff, Cloud Expo and @ThingsExpo conference chair, will address the big issues involving these technologies and, more important, the results they will achieve. How important are public, private, and hybrid cloud to the enterprise? How does one define Big Data? And how is the IoT tying all this together?
Oct. 20, 2014 12:00 PM EDT Reads: 1,573
The Internet of Things (IoT) is going to require a new way of thinking and of developing software for speed, security and innovation. This requires IT leaders to balance business as usual while anticipating for the next market and technology trends. Cloud provides the right IT asset portfolio to help today’s IT leaders manage the old and prepare for the new. Today the cloud conversation is evolving from private and public to hybrid. This session will provide use cases and insights to reinforce the value of the network in helping organizations to maximize their company’s cloud experience.
Oct. 20, 2014 12:00 PM EDT Reads: 1,811
TechCrunch reported that "Berlin-based relayr, maker of the WunderBar, an Internet of Things (IoT) hardware dev kit which resembles a chunky chocolate bar, has closed a $2.3 million seed round, from unnamed U.S. and Switzerland-based investors. The startup had previously raised a €250,000 friend and family round, and had been on track to close a €500,000 seed earlier this year — but received a higher funding offer from a different set of investors, which is the $2.3M round it’s reporting."
Oct. 20, 2014 09:00 AM EDT Reads: 1,506
The Industrial Internet revolution is now underway, enabled by connected machines and billions of devices that communicate and collaborate. The massive amounts of Big Data requiring real-time analysis is flooding legacy IT systems and giving way to cloud environments that can handle the unpredictable workloads. Yet many barriers remain until we can fully realize the opportunities and benefits from the convergence of machines and devices with Big Data and the cloud, including interoperability, data security and privacy.
Oct. 19, 2014 10:00 PM EDT Reads: 1,469
All major researchers estimate there will be tens of billions devices - computers, smartphones, tablets, and sensors - connected to the Internet by 2020. This number will continue to grow at a rapid pace for the next several decades. Over the summer Gartner released its much anticipated annual Hype Cycle report and the big news is that Internet of Things has now replaced Big Data as the most hyped technology. Indeed, we're hearing more and more about this fascinating new technological paradigm. Every other IT news item seems to be about IoT and its implications on the future of digital busines...
Oct. 19, 2014 09:00 PM EDT Reads: 1,717
Cultural, regulatory, environmental, political and economic (CREPE) conditions over the past decade are creating cross-industry solution spaces that require processes and technologies from both the Internet of Things (IoT), and Data Management and Analytics (DMA). These solution spaces are evolving into Sensor Analytics Ecosystems (SAE) that represent significant new opportunities for organizations of all types. Public Utilities throughout the world, providing electricity, natural gas and water, are pursuing SmartGrid initiatives that represent one of the more mature examples of SAE. We have s...
Oct. 19, 2014 07:30 PM EDT Reads: 1,389
The Internet of Things needs an entirely new security model, or does it? Can we save some old and tested controls for the latest emerging and different technology environments? In his session at Internet of @ThingsExpo, Davi Ottenheimer, EMC Senior Director of Trust, will review hands-on lessons with IoT devices and reveal privacy options and a new risk balance you might not expect.
Oct. 19, 2014 11:00 AM EDT Reads: 1,871
IoT is still a vague buzzword for many people. In his session at Internet of @ThingsExpo, Mike Kavis, Vice President & Principal Cloud Architect at Cloud Technology Partners, will discuss the business value of IoT that goes far beyond the general public's perception that IoT is all about wearables and home consumer services. The presentation will also discuss how IoT is perceived by investors and how venture capitalist access this space. Other topics to discuss are barriers to success, what is new, what is old, and what the future may hold.
Oct. 19, 2014 11:00 AM EDT Reads: 1,666
Swiss innovators dizmo Inc. launches its ground-breaking software, which turns any digital surface into an immersive platform. The dizmo platform seamlessly connects digital and physical objects in the home and at the workplace. Dizmo breaks down traditional boundaries between device, operating systems, apps and software, transforming the way users work, play and live. It supports orchestration and collaboration in an unparalleled way enabling any data to instantaneously be accessed on any surface, anywhere and made interactive. Dizmo brings fantasies as seen in Sci-fi movies such as Iro...
Oct. 18, 2014 10:00 PM EDT Reads: 1,823
There’s Big Data, then there’s really Big Data from the Internet of Things. IoT is evolving to include many data possibilities like new types of event, log and network data. The volumes are enormous, generating tens of billions of logs per day, which raise data challenges. Early IoT deployments are relying heavily on both the cloud and managed service providers to navigate these challenges. In her session at 6th Big Data Expo®, Hannah Smalltree, Director at Treasure Data, to discuss how IoT, Big Data and deployments are processing massive data volumes from wearables, utilities and other mach...
Oct. 18, 2014 05:00 PM EDT Reads: 1,895
This Internet of Nouns trend is still in the early stages and many of our already connected gadgets do provide human benefits over the typical infotainment. Internet of Things or IoT. You know, where everyday objects have software, chips, and sensors to capture data and report back. Household items like refrigerators, toilets and thermostats along with clothing, cars and soon, the entire home will be connected. Many of these devices provide actionable data - or just fun entertainment - so people can make decisions about whatever is being monitored. It can also help save lives.
Oct. 18, 2014 03:30 PM EDT Reads: 1,635