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Energy Storage: The Safety Net for Renewables
July 1, 2018
The knock on renewables from the very beginning has been the lack of contingencies for peak energy demand. What happens when there is no wind, or when the sun doesn’t bother to shine? When renewables were a small percentage supplier of energy to the grid, this was a problem to be solved at some later […]
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Data Security Without a Lockbox
June 15, 2018
This Washington Post story about a Navy contractor hacked by the Chinese government should send shivers down the spines of cybersecurity chiefs across the U.S. It’s safe to say the Navy won’t be working with that unnamed, but very embarrassed, contractor in the future. While the Navy didn’t want to give too many details, we […]
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What’s SCADA?
June 1, 2018
No, SCADA (“Skay-duh”) is not a large insect that breeds every 17 years and makes a lot of noise outside your window. Nor is it an unwanted skin disease from the tropics. Those in the industrial data world know that SCADA (supervisory control and data acquisition) is a key architecture that helps operators run a […]
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Why Predictive Analytics Has Finally Arrived for Renewables
May 1, 2018
Up to now the renewable energy industry has used data chiefly as a monitoring tool. Gearboxes in wind turbines equipped with sensors report back vibrational and efficiency data. Solar mirror or solar photovoltaic (PV) farms might relay back real-time position and movement as panels follow the sun. But the real payoff in the data access […]
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How do I get my team to be agile?
April 1, 2018
Forming an agile software development team can be a challenge when the enterprise is burdened with document-heavy processes and legacy company department structures. Often terms get mixed and matched to suit a particular situation, so it’s worth reviewing what it really means to be agile. “Agile methodology” is a term that originated from a famous […]
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How does a gearbox fail?
March 1, 2018
While so much of the world we live in now is digital, there are still millions of mechanical things that directly affect our lives. They are spinning, pumping and moving on hinges, and most of them depend on a series of gearboxes that in turn depend on lubrication and bearings to keep moving. What happens […]
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HILLER’S AERO DESIGN CHALLENGE WINS EDUCATION AWARD
January 15, 2018
The Hiller Aviation Museum has been selected to receive an award for EXCELLENCE IN MUSEUM EDUCATION for its Aero Design Challenge. The challenge is co-sponsored by Peaxy. The Superintendent’s Awards for Excellence in Museum Education Competition recognizes outstanding achievements in California museum programs that serve K-12 students and/or educators. The competition is the joint project […]
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2018 Is the Year for Predictive Analytics
January 1, 2018
Why will 2018 be the year that Predictive Analytics moves from theory to practice? Talk is cheap, as the saying goes, but data infrastructure and sensor installations aren’t. Compare 2018 to 2008, and the differences are clear. Today we have those two crucial elements – sensors that produce data, and the analytics tools that make […]
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Looking Down the Industrial Data Pipeline
December 15, 2017
Industrial companies in 2018 will find that wrangling real-time data requires a game plan for data preparation and transformation. Sensors on industrial equipment are relaying data at rates that were unheard of just a few years ago. That means that finding the right “data pipeline” to channel those streaming data sets is crucial to managing […]
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Why EPCs Will Need the Multifaceted Digital Twin
December 1, 2017
“Digital Twin” isn’t just a buzzword. It’s the tool that will help industrial companies build and maintain the world’s biggest projects. EPC companies — big project managers that handle Engineering-Procurement-Construction for large facilities — will need sophisticated configuration tools to optimize plant design. One form of the Digital Twin is called a facility-level multifaceted twin. […]
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Peaxy Sponsors the Aero-Design Challenge @ Hiller Aviation Museum
November 4, 2017
Thirty fifth-graders at Peaxy’s Aero Design Challenge workshop landed at Hiller Aviation Museum on Oct. 28 to learn about flight science. They spent the morning visiting discovery stations at the museum and making wooden gliders with Peaxy volunteers guiding the way. At the end of the challenge, they all sent their planes skyward to see […]
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What is Condition-Based Maintenance?
November 2, 2017
Condition-based maintenance (CBM) is a maintenance strategy that monitors and assesses the condition of a physical asset. CBM is based on the premise that asset maintenance should be scheduled when performance indicators show signs of decline or indicate potential failure. When is CBM performed? CBM is performed only if a decrease in equipment performance has […]
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The Evolution of Digital Wind Farms
October 19, 2017
It all started with the windmill. Remember Cervantes’ classic, Don Quixote? “Take care, sir,” cried the knight’s right-hand man Sancho when Quixote prepares to attack. “Those over there are not giants but windmills. Those things that seem to be their arms are sails which, when they are whirled around by the wind, turn the millstone.” […]
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Introducing the Industrial Digital Twin
October 19, 2017
Industries are rapidly transforming themselves in this sophisticated age of smart machines. Data is omnipresent in this new world, and understanding the value hidden in that data will yield significant strategic business advantages. For example, The Internet of Things (IoT) is enabling connected, sensor-embedded machines that can talk to each other. Using telemetry technology, sensor […]
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What is an Industrial Digital Twin?
October 5, 2017
Q: What is an Industrial Digital Twin? An industrial Digital Twin is a virtual representation of an industrial part or machine that incorporates simulations and models with sensor field data to optimize design and create predictive maintenance regimes. The Industrial Internet of Things (IIoT) has created an ecosystem of smart machines, machine components, sensors and […]
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Industry 4.0 Eats Dark, Unstructured Sensor Data
September 25, 2017
We are at the precipice of another industrial revolution, popularly known as Industry 4.0. There are several forces of technology that have the potential to shape Industry 4.0 — Big Data, Artificial Intelligence, Robotics and the Internet of Things (IoT). But it’s the explosion of data in the last decade that will dictate how these […]
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Mining For “Crown Jewel” Data Sets: Q&A With Manuel Terranova
September 11, 2017
In the age of Industry 4.0, Big Data and the Internet of Things, manufacturing companies are, for the most part, focused on analyzing and using structured data sets. However, for all the data generated in your company, much of it, including “Crown Jewel Data sets” are trapped in monolithic storage architectures. What are Crown Jewel […]
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Augmented Reality for Industrial Applications
August 15, 2017
Augmented reality is much more than a consumer play. Companies that make large, complex machines and systems – say, a power plant builder, engine manufacturer or wind turbine maker – are implementing industrial applications in assembly, maintenance, repair, training, quality control, monitoring and product development. Imagine donning a head-mounted display unit and taking a virtual, […]
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Unstructured Data Access in the Aviation Industry
September 1, 2017
The aviation industry faces daily challenges in the management of massive data. Faced with a burgeoning growth of aviation stress and structural data, it is becoming increasingly difficult for engineers to find and quickly analyze mission-critical data. The problems are typically related to unstructured data access, find functions or “federated search” and data management. For […]
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Creating a Secure Data Access Strategy
August 1, 2017
This post is part of our Universal Data Access series that explores four mandates of an essential data access platform. Other posts include “The Four Essential Mandates of a Data Access Strategy in 2017“, “Aggregating All Your Business Data for Universal Access“, “Never Lose a Thing With Universal Data Access“, and “Preserving Data Access and Tribal […]
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Preserving Data Access and Tribal Knowledge for the Future
July 15, 2017
This post is part of our Universal Data Access series that explores four mandates of an essential data access platform. Other posts include “The Four Essential Mandates of a Data Access Strategy in 2017“, “Aggregating All Your Business Data for Universal Access“, “Never Lose a Thing With Universal Data Access“, and “Creating a Secure Data Access Strategy“. […]
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Never Lose a Thing With Universal Data Access
July 1, 2017
This post is part 3 of our Universal Data Access series that explores the 4 mandates of an essential data access platform. Other posts include “The Four Essential Mandates of a Data Access Strategy in 2017“, “Aggregating All Your Business Data for Universal Access“, “Preserving Data Access for the Future“, and “Creating a Secure Data Access Strategy“. […]
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Aggregating All Your Business Data for Universal Access
June 15, 2017
This post is part of our Universal Data Access series that explores four mandates of an essential data access strategy. Other posts include “The Four Essential Mandates of a Data Access Strategy in 2017“, “Never Lose a Thing With Universal Data Access“, “Preserving Data Access and Tribal Knowledge for the Future“, and “Creating a Secure Data […]
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The Four Essential Mandates of a Data Access Strategy in 2017
June 1, 2017
This post is part of our Universal Data Access series that explores four mandates of an essential data access strategy. Other posts include “Aggregating All Your Business Data for Universal Access“, “Never Lose a Thing With Universal Data Access“, “Preserving Data Access and Tribal Knowledge for the Future“, and “Creating a Secure Data Access Strategy“. Today, an […]
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How Data Access Impacts the IoT Manufacturing World
May 15, 2017
The number of sophisticated sensors in the IoT and Industrial Internet worlds has no ceiling in the next few decades. The data infrastructure that most companies have in place today are just not ready to find, access and process the enormous amount of real-time data that emanates from complex machines. We’re talking about machines like […]
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What’s a Digital Twin?
May 1, 2017
There are about as many definitions of “digital twin” in the business world as there are pairs of human twins in the world. But we’re up for a challenge, let’s give it a try. Wikipedia isn’t always a bad place to start: “Computerized companions of physical assets… use data from sensors on physical objects to […]
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The Art of Prediction
April 15, 2017
Nostradamus cast his divinations five centuries ago, but the information age hasn’t dimmed humans’ love of the prediction. In an industrial world where lost seconds or lost efficiency can mean billions of dollars in company losses, predictions become more than a flight of fancy. They’re the essence of a working industrial system, especially one that relies […]
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Augmented Reality the Likely Winner over VR for Industrial Applications
April 1, 2017
There’s been a lot of speculation about who’s going to win in the consumer and industrial markets: Virtual Reality or Augmented Reality? Apparently a heavyweight has weighed in on this already – Tim Cook, CEO of Apple, has said that augmented reality makes much more sense as a commercial tool, especially in the industrial and […]
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Aureum Sets the Table for Advanced Analytics
March 15, 2017
Q: What’s the connection between Aureum, a data access platform, and all these applications and data processes that are supposed to solve business problems? For example, how should we understand model orchestration and advanced analytics in this context. A: The short answer is that everyone makes the same basic mistake: They assume that the precondition […]
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Companies must be ready for their ‘Kodak moments’
March 1, 2017
Q: Let’s say you’re a data architect working in a Fortune 100 industrial company today. What keeps you up at night? What are the changes in the marketplace that should be on your radar? A: Well, it’s really several business and tech changes converging at once. One big change is the transition from an “iron” […]
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Peaxy Executive Series: Data Lake Challenges
February 15, 2017
Implementing a data lake—“a massive, easily accessible data repository built on (relatively) inexpensive computer hardware for storing ‘big data’”— can avoid duplication of efforts, encompass a company’s full data store, simplify data acquisition and storage, and democratize data within the enterprise. For details, see our previous post, What is a Data Lake? What are the […]
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Peaxy Executive Series: What is a Data Lake?
February 1, 2017
A data lake is “a massive, easily accessible data repository built on (relatively) inexpensive computer hardware for storing ‘big data.’ ” The term was invented by James Dixon of Pentaho to describe the vast data repositories used in modern Big Data applications. Enterprises often use data lakes as repositories for reduced-order, structured data sets. Post-processing […]
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What’s an Aureum?
January 15, 2017
A lot of people ask us about the name origin of our flagship product, Peaxy Aureum (pronounced AW-ree-uhm). Well, you might be interested to know that this very forward-looking data access platform takes its name from ancient Rome at the peak of its reign as a global center of power. When the Roman empire — let’s […]
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Confidentiality in Data Access Solutions
January 1, 2017
One of the key selling points for data access systems with a huge single namespace is their superior suitability for data aggregation. Data aggregation and Find capability is key for companies that want to use data to make important strategic decisions with less risk. The (black) market for Big Data This also makes systems providing […]
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Planning for Data Access — Disk Service Time
December 15, 2016
When we look at high-performance disks, why do the fastest disks only have 10 percent capacity when compared to high-capacity disks? They are not using older technology and they have the same platters, but use only a fraction of the cylinders in order to constrain the range of arm movements. Why is this limitation important? Performance […]
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How fast can real data access be?
December 1, 2016
When you use the cloud for heavy duty engineering computations, you quickly find out that although storage is inexpensive, you never know how fast you can access your data. If you want guaranteed performance in terms of IOPS, the price quickly goes up. This has to do with the distance your data has to travel. […]
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Stats Talk: An OCR Experiment and Preserving Validity in Adaptive Data Analysis
November 15, 2016
One of the fundamental principles in statistics is that you must design the experiment in full detail before you start collecting any data and analyze it. This is also known as preregistration and the analysis is called nonadaptive. Unfortunately, in the heat of the battle this is often forgotten, sometimes on purpose because it can […]
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Two Lessons: Minimize Data Movement, Store Only What You Need
November 1, 2016
These days storage is cheap. You can buy a 2.5-inch 16 TB SSD (actual capacity 15.36 TB) based on third-generation 3D V-NAND with 48 TLC layers and 256Gbit per die — with the promise of 40 percent higher density, twice the speed, and half the power requirement of the previous generation. You can also buy […]
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Finding Critical Documents from an Old Project
October 15, 2016
Here is a common scenario — a huge, multi-year project is finally completed, the product is shipped, and the team moves on to a new project or new version. Months or years later, a problem comes up that has been solved before, and one unlucky engineering team is tasked with finding a solution embedded in […]
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Executive Series: Hadoop Technical Overview
October 1, 2016
What is Hadoop? Hadoop is a distributed architecture and infrastructure for storing and processing Big Data. See the previous post, What is Hadoop and Why Should I Care? What are the challenges of building a system like Hadoop? Mainly, reliability and scalability. Suppose the data is distributed across 1,000 commodity computers. With that many nodes, the […]
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The Evolving Need for Data Access
September 15, 2016
America is a nation of pioneers: if you own a house, you do not hire a network of handymen… you collect your tools and do your own maintenance. Some people can do everything with a Swiss army knife, but most people quickly find out that life is better when you use the proper tool for […]
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Executive Series: What is Hadoop and Why Should I Care?
September 1, 2016
What is Hadoop? Why do I need to know about it? Suppose your company collects a lot of data—not just gigabytes but terabytes or petabytes. To make that data useful, you need a system to store all that data reliably and retrieve and manipulate it quickly. Hadoop is a distributed architecture and infrastructure for storing and […]
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Aureum 4.0 Under the Hood
August 15, 2016
The latest Aureum release (4.0) builds on the 3.1 features of Peaxy Find (threaded search capability) and security data services. It also improves interoperability with Hadoop Distributed File System (HDFS) and Spark. This post gives an overview of how Aureum works and explains the technical reasons it offers such high-scale and performance. This has more technical descriptions than […]
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How Aureum Keeps Your Data Safe
August 1, 2016
Data security is an old cat-and-mouse problem. Security is getting a lot more public attention since widely publicized breaches that affected millions of consumers. Any entity entrusted with personal data MUST be sure to have due diligence processes in place. Peaxy Aureum builds in customizable security at five different levels: None Client authentication / PKI Kerberos […]
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Better Storage for Hadoop
July 15, 2016
Hadoop is able to make solving many real-world problems much easier, but sometimes the system design can mean unnecessary duplication of data and limited access. One example is in the digitization of paper-based content. Rasterizing PDF in commercial printing One of the key features of a PDF is that each page is independent of all other […]
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Multi-tiering is Occam’s razor for storage systems
June 28, 2016
In the past couple of years, we have seen the legacy data access and delivery system industry falter while a new software-defined data access and delivery (SDS) industry has been emerging. Hitherto the definition of SDS has been nebulous, vaguely leaning on software-defined networking (SDN) and virtualization. Data access and delivery system buyers need a […]
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Executive Series:
Unstructured Data Opportunities
June 15, 2016
Free-form unstructured data, which represents over 80 percent of all new data created today, is the new frontier for business insights. Much of it can be considered dark data because it is collected, processed, and stored but not analyzed or used. For background, see our previous post, What is Unstructured Data? What kinds of opportunities […]
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Executive Series:
What Is Unstructured Data?
June 1, 2016
What is unstructured data? Unstructured data is a catch-all term used to describe free-form information—text, images, audio, videos—that is not organized inside a well-defined storage structure, such as a relational database management system or a financial application. Unstructured data comes in many forms. How is it different from structured data? Structured data has a predefined […]
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It’s All About Access —
Aureum’s Users and Roles
May 15, 2016
Access control in information systems regulates what a user can do directly, and what that user’s programs are allowed to do. System administrators have to implement access control mechanisms to protect the confidentiality and integrity of applications and its data. In other words, a subject (user and process) is given access to the information (data and programs) executing […]
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Peaxy Recognized as Gartner Group 2016 Cool Vendor
April 22, 2016
Peaxy was named by Gartner Group as one of only five “Cool Vendors” in the Storage Technologies category. This recognition is given annually to a company for its achievements in the field and its potential as a game-changing presence in the industry. Three measures were assessed in making the selection: Whether the company was Intriguing, […]
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Different Strokes for Different Analytics Folks
May 1, 2016
When people talk about analytics jobs, they usually have a mental picture of a single job and skill-set. They talk about analysts, or data analysts (in Silicon Valley we call them data scientists). But it’s helpful to categorize data analysts by the kind of job they have. The builders of the analysts’ tools must have […]
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Security in Data Access Systems
April 15, 2016
One of the key selling points for data access systems with a huge single namespace is their superior suitability for data aggregation. Once data has been aggregated, it is very valuable, because it allows companies to see the big picture and make important strategic decisions with less risk. The (Black) Market for Big Data This […]
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Data Scientists – Bringing Order to Big Data Chaos
April 1, 2016
Data scientist is a hot job in Silicon Valley. Since they work among systems capable of storing and providing access to exabyte-scale data, they are often the best sources to find out more about designing the technological tools they need to do their best work. Peaxy has designed Aureum with them in mind because we […]
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Hadoop and Paper-Based Digitization
March 15, 2016
Hadoop is able to make solving many real-world problems much easier, but sometimes the system design can mean unnecessary duplication of data and limited access. One example is in the digitization of paper-based content. Rasterizing PDF in commercial printing One of the key features of the PDF print description language is that each page is […]
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Executive Series: Opportunities in the IoT World
March 1, 2016
The Internet of Things (IoT)—the network of physical objects that sense, interact, or communicate with the external environment—is growing exponentially. As those data-emanating devices proliferate, so does the total amount of data your company may have to put through an analytics framework. A data access platform like Aureum will prove essential to keeping enterprises from […]
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BIG DATA ANALYSIS NEEDS SCIENCE, NOT OPINION
FEBRUARY 17, 2016
The other night I was sitting in a cafe on University Avenue in Palo Alto, sipping a hot tea. I overheard an animated discussion a couple of tables down that started to get more heated. Two entrepreneurs disagreed on whether they should use data striping or 15K RPM disks for the new social network service […]
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Peaxy Wins ESG Delta-V Award
January 20, 2016
Peaxy had some good news to finish off 2015. We were selected as an honorable mention in the ESG Delta-V awards “Big Picture” category. These awards recognize the top 20 companies that made an impact in big data and analytics in 2015. Peaxy’s presence on this list validates that we are among the leading companies […]
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Commuting to Peaxy – An Opportunity for Big Data
January 5, 2016.
Can something as common as a drive to work be improved by the power of Peaxy technology? Let’s dream together… DRIVING ME CRAZY! For most of my life, I have been lucky to work just 2 miles from home, so I have not been exposed too much to the commuting woes of Northern California. For […]
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EXECUTIVE SERIES: BIG DATA OPPORTUNITIES
DECEMBER 9, 2015
The Peaxy Executive Summary Series is designed to explain quickly and simply what business leaders need to know about big data and data access systems. The world is being “datafied” and the result is Big Data—too large, complex, and dynamic for conventional data tools to capture, store, manage, and analyze. For background on the proliferation of […]
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EXECUTIVE SERIES: BIG DATA EXAMPLES
DECEMBER 2, 2015
The Peaxy Executive Summary Series is designed to explain quickly and simply what business leaders need to know about big data and data access systems. The world is being “datafied” and the result is Big Data—too large, complex, and dynamic for conventional data tools to capture, store, manage, and analyze. For background on why we are […]
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EXECUTIVE SERIES: BIG DATA CHALLENGES
NOVEMBER 23, 2015
The Peaxy Executive Summary Series is designed to explain quickly and simply what business leaders need to know about big data and data access systems. The world is being “datafied” and the result is Big Data—too large, complex, and dynamic for conventional data tools to capture, store, manage, and analyze. For background on the proliferation of […]
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EXECUTIVE SERIES: WHAT IS BIG DATA?
NOVEMBER 18, 2015
I’M CONSTANTLY HEARING ABOUT “BIG DATA,” BUT THE TERM SEEMS VAGUE. WHAT IS IT? It is vague, but it’s real. A good working definition is: data that is too large, complex, and dynamic for conventional data tools to capture, store, manage, and analyze. WHAT’S THE BIG DEAL? IS THERE REALLY THAT MUCH DATA? Every minute […]
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THE LIMITS OF TRIBAL KNOWLEDGE FOR COMPLEX SYSTEMS
NOVEMBER 16, 2015
Managing the data around complex machines such as airplanes, groundbreaking equipment or wellheads is challenging. The formal data (most commonly geometry, telemetry, and simulation data) may be stored in dozens of repositories. Related informal data – such as Word documents or PDFs from the Engineering team – could be just about anywhere. For the last […]
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EXPOSING HIDDEN DATA
NOVEMBER 11, 2015
One of the recurring themes in big data is that we are confronted with a tsunami of unstructured data. We then rush out to look for tools to digest and process this data. For example, a favorite tool is to index everything and then use a search engine to work with this data. We search […]
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SEARCH ENABLING SERENDIPITY
OCTOBER 30, 2015
Our working memory can hold only 7 ± 2 chunks of information. When the number of chunks increases, we recode the information by breaking it into categories that each contains 7 ± 2 chunks. We also saw how in the case of data we prefer to use a hierarchical system of managing files in which […]
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PEAXY AUREUM 3.0 – DATA ACCESS EVOLVED
OCTOBER 28, 2015
Our third major product release marks another important step in our evolution as a data access company. We are focused on bringing data to people who work with large, industrial and technical information across industries like aviation, automotive, energy industrials, energy exploration and genomics. Our 3.0 release adds the key ability to find data across […]
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PEAXY ANNOUNCES DIRECTED AVAILABILITY OF AUREUM 2.1
APRIL 28, 2015
Peaxy, Inc. announced today the directed availability of the Peaxy Aureum v2.1. The new release features enhanced authentication, security, improved performance and resilience. Peaxy will offer v2.1 to its charter customers and expects to announce the directed availability of v3.0 in early summer.
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AN ENGAGING DAY FOR FUTURE ENGINEERS – HILLER AVIATION’S AERO DESIGN CHALLENGE FOR CHILDREN
SEPTEMBER 25, 2015
Exposing children to engineering skills and concepts helps them better understand our interconnected world and encourages their capacity for invention. The curiosity and passion kindled through scientific challenges like these fuels the advances in our industry and helps build companies like ours. This will be a day focused on the joy and adventure of science. […]
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PEAXY AUREUM REDEFINES DATA MANAGEMENT TO DELIVER ON THE PROMISE OF ADVANCED ANALYTICS
SEPTEMBER 28, 2014
Gives Teams Clear, Controlled Access to Massive, Disparate, Unstructured Data Peaxy, Inc. today announced general availability of the Peaxy® Aureum™, its hyper-scale data management system that enables enterprises to access and manage massive amounts of unstructured data without disrupting business operations. For engineers and researchers who must search for datasets across multiple geographies, platforms and […]
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PEAXY SUCCESSFULLY DEPLOYS AUREUM IN THE AWS CLOUD FOR FORTUNE 25 LEADER
JULY 28, 2014
Peaxy, Inc. has taken a major step forward by successfully deploying and testing the Peaxy® Aureum™ in the Amazon Web Service (AWS) cloud as proof of technology for a Fortune 25 industrial leader. This milestone validates deployment of the Peaxy architecture on-premises and off-premises to provide data management for advanced analytics on a hyper scale, […]
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PEAXY RECEIVES PATENT FOR AUREUM ARCHITECTURE
JULY 1, 2014
A U.S. patent of wide-ranging applicability has been issued by the U.S. Patent and Trademark Office to Peaxy, Inc., and Francesco Lacapra, inventor and Peaxy VP of Engineering and CTO, for the underlying technology of the Peaxy® Aureum™. The patented architecture enables significant flexibility for feature expansion into a broad set of business solutions related […]
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