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500-801 - IoT Connected Factory for Systems Engineers - BrainDump Information

Vendor Name : Cisco
Exam Code : 500-801
Exam Name : IoT Connected Factory for Systems Engineers
Questions and Answers : 52 Q & A
Updated On : October 19, 2018
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500-801 exam Dumps Source : IoT Connected Factory for Systems Engineers

Test Code : 500-801
Test Name : IoT Connected Factory for Systems Engineers
Vendor Name : Cisco
Q&A : 52 Real Questions

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Cisco Cisco IoT Connected Factory

challenge Your internal Hybrid Creativity with Cisco and Google Cloud | killexams.com Real Questions and Pass4sure dumps

In fresh years, Kubernetes has risen up in popularity, in particular with the developer neighborhood. And why do developers love Kubernetes? since it offers incredible expertise for velocity, consistency, and suppleness for managing containers. however containers don't seem to be all sunshine and roses for corporations – with huge merits come some huge challenges. nobody loves deploying, monitoring, and managing container lifecycles, certainly across multiple public and private clouds. On correct of that, there are lots of selections when it comes to environments, which may additionally create lots of complexity – there are quite simply too many equipment and too little standardization.

production grade container environments powered with the aid of Kubernetes

That’s why past this yr Cisco launched the Cisco Container Platform, a turnkey-solution for creation grade container environments powered with the aid of Kubernetes. The Cisco Container Platform automates the repetitive features and simplifies the complex ones so every person can go again to enjoying the magic of containers. The Cisco Container Platform is a key element of Cisco’s overall container approach and an additional method Cisco provides our shoppers with selections to a considerable number of public clouds.

Cisco and Google Challengefigure 1: Cisco Hybrid Cloud for Google Cloud

Hybrid cloud purposes are the subsequent huge aspect for builders

originally of the year Cisco joined forces with Google Cloud on a hybrid cloud offering that, amongst other things, allows enterprises to install Kubernetes-based containers on-premises and securely connect with Google Cloud Platform.

In July at Google Cloud subsequent ’18, we kicked off the Cisco & Google Cloud problem.  (You nonetheless have until November 1, 2018 to enter the challenge and win prizes.) The conception behind it is to give developers a window into the possibilities for constructing hybrid cloud purposes. Hybrid cloud functions are the next frontier for developers. there are so many innovation percentages for the hybrid cloud infrastructure. That’s why we even named it “Two Clouds, infinite chances.”

Cisco and Google Challengefigure 2: Timeline for the Cisco & Google Cloud problem

An IoT area use case for inspiration

accept as true with here use case –expect we've a manufacturing unit which generates an enormous volume of information from sensors deployed throughout the physical building. we'd like to analyze that facts on-premises, however take capabilities of cloud features in Google Cloud Platform for further analysis. This could consist of working predictive analysis with desktop gaining knowledge of (ML) on that facts (i.e., which computer half is going to break subsequent). “facet” right here represents a ordinary classification of use instances with these features:

  • restrained community Bandwidth – Many manufacturing environments are remote, with restricted bandwidth. gathering statistics from tons of of lots of devices requires processing, buffering, and storage at the side when bandwidth is restricted. as an example, an offshore oil rig collects more than 50,000 statistics facets per 2d, however less than 1% of this may also be used in business choice making because of bandwidth constraints. in its place, analytics and logic will also be applied at the side, and abstract choices rolled up to the cloud.
  • records Separation & Partitioning – frequently statistics from a single source needs to go to distinctive and/or distinct areas or cloud features for analytics processing. Parsing the information at the side to identify its remaining vacation spot in response to the preferred analytics result permits you to route information more effortlessly, lessen cloud prices and administration overhead, and supply for the potential to route statistics in accordance with compliance or information sovereignty needs. as an instance sending PCI, PII, or GDPR labeled statistics to at least one cloud or provider, whereas device or telemetry records routes to others. moreover, facts pre-processing can turn up on the facet to munge statistics comparable to time collection formats into combination, cutting back complexity in the cloud.
  • records Filtering – Most statistics simply isn’t wonderful. but you don’t understand that until you’ve bought it at a cloud carrier and choose to drop it on the ground. as an example, hearth alarms ship the most boring information ninety nine.999% of the time. until they ship records that is tremendously essential! there is often no deserve to save or ahead this records unless it's vital to your business. additionally, many facts scientists now want to run in my opinion proficient fashions on the side, and if information now not fits that model or is an exception, to ship the total information set to the cloud for re-working towards. Filtering with complicated fashions additionally makes it possible for intelligent filtering at the side that guide facet determination making.
  • area resolution Making & model working towards – practising and storing ML models directly at the part allows for storing ephemeral fashions that may additionally in any other case no longer be feasible as a result of compliance or statistics sovereignty necessities. These models can act on ephemeral data that isn't kept or forwarded, but nevertheless garner suggestions and consequences that may then be sent to centralized places. alternatively, models may also be proficient centrally in the cloud and pushed to the area to function any of the other listed aspect capabilities. And when data now not fits that model (reminiscent of collecting lengthy tail time-collection records) the entire data set may also be aggregated to the cloud for retraining, and the mannequin re-deployed to the edge endpoints.
  • Cisco and Google Challengedetermine three: Hybrid Cloud, side Compute Use-case

    As a real-existence example, here in Cisco DevNet, we developed a use-case for doing Object focus using video streams from IP cameras. The video gateway on the aspect analyzed the video streams in actual-time, did object detection on the facet and passed the object to the Cisco Container Platform which extra did object recognition. The diagnosed object, and the entire linked meta-records, had been kept at this deposit. An software to query this information turned into written within the public cloud to song the course of the thing.

    provide the Cisco & Google Cloud problem a try

    There’s no doubt in regards to the recognition of Kubernetes in the developer community. Cisco Hybrid Cloud Platform for Google Cloud takes away the complexity of managing inner most clusters and lets builders pay attention to the things they are looking to innovate on. start with our DevNet Sandbox for CCP, reserve your instance and examine-drive it for your self.

    The Cisco & Google Cloud challenge is an amazing strategy to brainstorm and clear up some precise client complications and even win some prizes if you are at it. So, agree with this weblog as me inviting everyone to provide the problem a try, and wishing you the absolute best! you've got until Nov 1, 2018 to enter the problem and win prizes.


    Industrial Networking solutions (INS) Achieves Premier Certification from Cisco | killexams.com Real Questions and Pass4sure dumps

    ADDISON, Texas--(business WIRE)--Industrial Networking options (INS) announced today it has carried out Premier Certification from Cisco®. To earn Premier Certification, INS had to meet standards for networking competency, carrier, aid and customer delight set forth by means of Cisco.

    INS President and COO Mike Finley made the announcement. “INS has been building optimum-in-class IoT infrastructures for a sustainable, scalable and comfy aggressive knowledge in the manufacturing, procedure manage, and oil and gas industries for 17 years. INS gives plant directors, handle equipment engineers and conventional network engineers with an knowing of the networking applied sciences vital in cutting-edge connected plants and agencies. we are completely satisfied to be partnered with Cisco and look ahead to bringing Cisco’s related manufacturing facility solutions to our purchasers.”

    As a Cisco Premier licensed companion, INS demonstrates quite a number technical potential supporting Cisco’s IIoT (Industrial internet of things) initiative. “To achieve Cisco Premier Certification, INS changed into required to earn the Cisco specific basis Specialization, which contains wide checking out on technical competency in the integration of fundamental routing and switching, wireless LANs and protection applied sciences. INS’s engineering and sales groups are certified as Cisco Industrial Networking experts,” mentioned Todd Gurela - Cisco Senior Director the united states’s IoE/IoT earnings.

    About INS

    INS distributes items, offers technical aid and gives IT features for wired and instant machine networking functions. on the grounds that its founding in 1998, INS has considered the trade area it serves variously labelled “Industrial Ethernet,” “computing device-to-laptop” (M2M) and now the “web of issues” (IoT). throughout these changes in business jargon, although, one thing has stayed regular: INS’s dedication to supply our shoppers with most useful-in-class products, aid and features for their crucial wired and instant computer networking utility.

    About Cisco

    Cisco (NASDAQ: CSCO) is the worldwide chief in networking that transforms how americans connect, speak and collaborate. suggestions about Cisco may also be discovered at www.cisco.com. For ongoing news, please go to newsroom.cisco.com.


    Campofrio food neighborhood Leads the style in Digitization with Cisco connected manufacturing unit answer | killexams.com Real Questions and Pass4sure dumps

    MADRID, SPAIN--(Marketwired - Feb 20, 2017) - Cisco ( NASDAQ : CSCO ) -- Campofrío food group, the leading foreign producer of branded processed meats, headquartered in Madrid, Spain, has cut the ribbon on a manufacturer-new plant that boasts the newest in digital know-how.

    With a gross surface area increasing 99,000 square meters and an estimated creation of one zero one,400 tons a year, the 'New Bureba' plant is determined in Burgos, in Northern Spain. It replaces the previous facilities, destroyed through a fireplace in November 2014, however is removed from a standard rebuild, incorporating the economic sector's very latest innovations.

    From the starting of the design manner, Campofrío seized the possibility to create a 'sensible' manufacturing facility that connects machines, gadgets, sensors and americans in precise-time. The business selected Cisco connected factory solution to create a 'manufacturing unit 4.0' that would enable to manage and optimize its company techniques and make smartly-recommended choices.

    Key highlights

  • IT/OT convergence. Converging IT (counsel know-how) and OT (Operational technology) networks through Ethernet and IP makes it possible for Campofrío to soundly inter-connect machines across the plant over a totally comfortable, respectable, and integrated platform. This means to streamline processes, make sure first-class production, and pace up time to innovation.
  • actual-time monitoring and analytics. applied in response to industry requisites ISA-95 and ISA-ninety nine, the Cisco connected factory architectural answer gives an automatic interface between commercial enterprise and control techniques, permitting real-time monitoring and analytics. It aims to deliver Campofrío enhanced handle of the plant, elevated efficiency and flexibility, less downtime, and higher productivity cycles.
  • multiplied safety. by intently controlling on-premise and far flung entry to plant networks by using person, machine, and location, it also helps improving universal business security for each digital and physical property.
  • associate ecosystem. The solution turned into deployed via Cisco advanced services in partnership with Aryse, Vodafone and Bluefish to convey access, instant, and industrial Ethernet technologies and to place in place the unified converged infrastructure.
  • here is the primary implementation of the Cisco related manufacturing unit in Spain. With Cisco linked factory, manufacturing valued clientele are able to improvement from a validated, comprehensive solution to soundly connect machines and sensors and profit insights from IoT information. The solution is already in use with the aid of foreign producers globally, including normal Motors, Stanley Black & Decker, and Daimler trucks North the us.

    aiding prices

  • Javier Álvarez, CIO at Campofrío meals group: "Upon a great effort made by means of our employees, purchasers and companions, we've got created one of the crucial superior food manufacturing flora in Europe. Designing our 'New Bureba' facility with connectivity at its core, we're assured to have a manufacturing facility 4.0 blueprint for you to assist us in carrying on with to display excellence through innovation, aggressive pricing and quick time to market."
  • Jesús Mansilla, enterprise supervisor at Cisco Spain: "To live competitive, producers deserve to create an multiplied, adaptable community infrastructure that connects IT techniques with the plant ground and get monitoring and analytics in real-time. The digital manufacturing groundwork delivered by way of Cisco connected manufacturing facility is a fine example of the economic web of issues in action."
  • supporting components

    About Campofrío meals community Campofrío food neighborhood is a subsidiary of Sigma Alimentos (Sigma), a company which produces processed meats, milk products and refrigerated and frozen goods that it commercializes via smartly-located brands in the markets during which it operates. Sigma operates in sixty eight countries and a hundred and forty four distribution facilities, serving more than 500.000 shoppers within eighteen nations in Northern, center and South the united states, Western Europe and the Caribbean. presently, Sigma counts with more than forty,000 personnel.

    About CiscoCisco ( NASDAQ : CSCO ) is the worldwide technology chief that has been making the web work due to the fact that 1984. Our people, items and partners help society securely connect and capture day after today's digital possibility nowadays. find greater at newsroom.cisco.com and follow us on Twitter at @Cisco.

    Cisco, the Cisco logo, Cisco methods and Cisco IOS are registered trademarks or trademarks of Cisco systems, Inc. and/or its associates in the u.s. and sure other nations. All other trademarks mentioned during this doc are the property of their respective homeowners. the use of the notice associate doesn't indicate a partnership relationship between Cisco and any other enterprise. This document is Cisco Public suggestions.

    RSS Feed for Cisco: http://newsroom.cisco.com/rss-feeds




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    IoT Connected Factory for Systems Engineers

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    Beyond the Hype: How the IoT is Enabling the Innovation of Things for the Connected Factory | killexams.com real questions and Pass4sure dumps

    While the connected factory demands new and emerging technologies to be overlaid and interwoven into the manufacturing environment, existing systems such as MES, ERP and ECM are also at the forefront of IoT enablement.

    Beyond the Hype: How the IoT is Enabling the Innovation of Things for the Connected Factory

    Tom Franceski | DocStar

    While the IoT may be built with innovative technologies, real innovation is found in that it allows organizations to become more intelligent, agile, and adaptive.

    According to Benson Chan, senior partner at Strategy of Things, a research and consulting firm, organizations must look past the hype of the IoT to see the real opportunity to enable the “Innovation of Things.”

    The IoT refers to a network of connected devices collecting and exchanging data over the Internet autonomously. Business process management (BPM) analyzes, discovers, designs, implements, executes, monitors, and evolves collaborative processes across organizations. Until recently, teams and resources tasked with BPM and IoT have operated in siloes. Organizations must bring these two disciplines together to fully realize the potential for change and innovation.

    While the IoT is a building block for the factory of the future, it’s also dictating change on the factory floor. According to analysts at BPM.com “Unless it is made actionable, and connected to a responsive loop, the petabytes of data generated by the IoT is merely a burden, not a benefit nor a source of competitive advantage. Resolving this challenge is what will drive a rapidly growing volume of IT investments in the era of the Fourth Industrial Revolution. While there will be investments in data generating devices, there must be connected business rules and processes for this data to be actionable.”

    Historically, processes have been run, measured, and evaluated, with improvements then implemented to optimize performance. Today with the IoT, all these critical phases may take place simultaneously and near instantaneously. The opportunity for continual operational optimization is exciting, but systematic processes must be in place to support this innovation.

    In its report, Predictions 2018: IoT Moves From Experimentation To Business Scale, Forrester Research emphasizes the need to build out capabilities around IoT-enabled products and experiences such as remote product management, monitoring, and control, as well as the ability to integrate IoT-enabled business assets into cohesive business processes.

    BPM capabilities in manufacturing execution systems (MES), enterprise resource planning (ERP) and enterprise content management (ECM) systems all play roles in the orchestration of data consumption, analysis, and action—creating seamless hand-offs between systems, people, processes and machines to revamp processes in the IoT age.

    However, having the right technologies and systems in place is just the beginning—manufacturers also need new thinking and leadership strategies.

     

    Process mapping—understanding impact on existing operations

    Equipping machines with sensors is a foundational IoT strategy that offers significant value. If a sensor sends out an alert when a machine goes down, it will likely have implications to the shop floor schedule, customers, raw materials requirements, etc. Process mapping exposes the waterfall-effect of data and events across the manufacturing organization and how existing business applications can be optimized with connected factory-floor data streams.

     

    Enlisting a tiger team

    Completed process mapping identifies specific areas where an IoT-enabled approach can add significant value—an excellent starting point to enlist a “Tiger Team” to move forward.

    Accessing the right talent to integrate your connected factory initiative may involve pulling in resources from outside your organization, such as local university academics and students, as many undergrad and grad-level programs seek to partner with manufacturers to offer students real-world experience. Your business software vendors can also provide a consultative role in moving forward.

     

    Closed loop actions and compliance in the connected factory

    The advent of the IoT does not reduce governance and compliance for manufacturers. The need to document corrective actions and other reporting to meet safety, compliance, and environmental compliance requirements is constant. ECM can help digitize this documentation and streamline these processes, ensure they are routed and reviewed by the right human stewards, and that information is secured and managed according to disposition schedules.

    While the connected factory demands new and emerging technologies to be overlaid and interwoven into the manufacturing environment, existing systems such as MES, ERP and ECM are also at the forefront of IoT enablement. Together, with new thinking and new approaches around IoT, manufacturers now have the framework for the Innovation of Things.  

    About Tom FranceskiTom Franceski is vice president and general manager of DocStar. DocStar proven business process automation technology and workflow expertise empowers organizations to operate at peak performance, navigate change, and grow.

    The content & opinions in this article are the author’s and do not necessarily represent the views of ManufacturingTomorrow

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    Telit Selected by China Unicom IoT to Accelerate Industrial IoT | killexams.com real questions and Pass4sure dumps

    Telit will enable China Unicom IoT's industrial customers to rapidly achieve IoT's benefits for IIoT applications like factory automation

    LONDON, Oct. 11, 2018 /PRNewswire/ -- Telit, a global enabler of the Internet of Things (IoT), today announced a contract with China Unicom IoT Co., Ltd, which will use Telit's deviceWISE IoT Platform to streamline the process of integrating and managing IoT devices and applications.

    (PRNewsfoto/Telit IOT Platforms)

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    The agreement is a major milestone in Telit's go-to-market strategy for China and the latest example of its global recognition as a leader in enabling businesses to achieve IoT's bottom-line and competitive benefits faster.

    China Unicom IoT will leverage the Telit deviceWISE IoT Platform to support the rapidly expanding deployment and device management needs of their growing install base. In addition, deviceWISE will be provide the ability to address the Industrial IoT (IIOT) market by providing the ability to natively connect the vast array of industrial assets and machines thereby giving manufacturing companies the data they need to improve productivity. With the Telit IoT platform, the need for custom coding and other expensive, time-consuming integration tasks is eliminated allowing for faster and easier deployment.

    "Telit is honored to be working with China Unicom IoT to deliver a best in class IoT solutions to customers in the thriving Chinese IoT market," said Paolo Dal Pino, Telit Executive Chairman. "Our new relationship with China Unicom IoT is key for growing the Telit IoT module and IoT solution market share in one of the world's largest, fastest-growing economies."

     "As the third wave of world information industry development, the Internet of Things has huge market space. China Unicom IoT has provided IoT services to 20,000 industry customers and 100 million connected devices," said Chen Xiaotian, General Manager of China Unicom IoT Internet of Things Limited. "Facing the rapid growth of the number of devices, we believe that through the new relationship with Telit, our customers can enjoy more efficient business development, better service experience and higher value returns."

    For more information, visit https://www.telit.com/m2m-iot-products/iot-platforms/telit-devicewise-for-factory-iiot-platform.

    About TelitTelit (TCM.L), is a global leader in Internet of Things (IoT) enablement, with an extensive portfolio of wireless connectivity modules, platforms, virtual cellular IoT operator services, and professional services, empowering hundreds of millions of connected 'things' to date, and trusted by thousands of direct and indirect customers, globally.  With nearly two decades of IoT innovation experience, Telit continues to redefine the boundaries of digital business, by delivering secure, integrated end-to-end IoT solutions for many of the world's largest brands, including enterprises, OEMs, system integrators and service providers across all industries, enabling their pursuit of enterprise digital transformation.

    Copyright © 2018 Telit Communications PLC. All rights reserved. Telit and all associated logos are trademarks of Telit Communications PLC in the United States and other countries. Other names used herein may be trademarks of their respective owners.

    Story Continues


    Nibbling at the Edges: Toyota Material Handling's Plan for IoT Success | killexams.com real questions and Pass4sure dumps

    Alan Cseresznyak is thinking big.

    As chief information officer and senior vice president of Toyota Material Handling, North America, Cseresznyak is at the digital helm of the region's dominant forklift and lift truck producer. With three plants and 8,400 workers in the U.S. manufacturing and distributing both Toyota and Raymond brand equipment, the company has the North American market just about cornered—according to Cseresznyak, about one in every three forklifts sold here is made in his plants.

    That's a fine position to be in today. But Cseresznyak is far more concerned with tomorrow. Specifically, he's concerned with the tomorrow of IoT and connected machines.

    "We're looking at new ways we can serve our customers, reduce downtime, and improve customer satisfaction and customer experience," he explains. To do this, he adds, "we have several IoT initiatives—we are developing our next generation telematics, we're investigating different artificial intelligence and predictive analytics toolsets. We see the potential to expand into areas of smart factory and Industry 4.0 compliance."

    It's a plan, he says, that will eventually connect every truck his company produces into an elaborate web of real-time data and analytics designed to keep them running at 100% health and capacity whenever they are needed.

    It's an ambitious plan, but also a familiar story in the industry today.

    According to a recent Forrester report, 67% of manufacturers will be exploring IoT initiatives for their plants and operations within the next year. But for many companies (84%, according to McKinsey & Co.), these projects remain stuck in that exploration stage, never fully translating those big thoughts into reality.

    It's easy to understand why. Overhauling a company of any size for the IoT future is no easy endeavor. From the outside, it can appear extremely costly, difficult and technical, filled with endless needs for new hardware and software, for new skills and processes, and new strategies to pull it all together.

    In this respect, Toyota Material Handling—despite its size and resources—is in the same boat as the rest of the industry.

    "We're not really strong in the data scientist area," Cseresznyak admits. Like other manufacturers with operations predating the IoT, Toyota Material Handling is staffed for world-class production, not state-of-the-art analytics. Which means, despite Cseresznyak's big ideas, the company could easily get stuck in that same restaffing/retooling IoT quagmire as so many others.

    But it has not.

    This is what makes Toyota Material Handling's digital transformation exceptional—where other IoT strategies depend on big investments and big overhauls, TMH has taken a much smaller approach.

    In the process, the company defines a working plan for IoT implementation that can form the basis for digital transformation strategies across the industry. Its premise is simple: Keep it simple.

    Big Plans, Small Steps

    While Cseresznyak's end game seems to be nothing less than the total digital reconstruction of the company, its fleet, and its operations, today its greatest IoT breakthrough is running on just a single line of welding machines in its Columbus, Indiana, plant.

    The welding experiment began with a partnership with an operational machine learning system called Falkonry LRS. According to Crick Waters, senior vice president of customer success for the Sunnyvale, California-based company, the software is the kind of streamlined AI that non-data-science-rich manufacturers seem to crave.

    "The Falkonry software identifies patterns over time," Waters explains. "Then it provides insights back to the user based on the patterns it sees."

    Simple enough.

    As a proof of concept, Cseresznyak brought Falkonry LRS into the Columbus plant to test its metal in the real world.

    "We analyzed 62,000 welds in about two and half minutes," Cseresznyak recalls. "Then our engineers were able to look at the different classifications that Falkonry identified and identify which welds were superior, which were good, which were normal and which were poor."

    Based on that simple data set, the system was able to learn directly from the engineers how to identify good welds and begin scanning and analyzing results in real time.

    It didn't take long to find the payoff.

    "We were able to identify one machine that was consistently performing at the poor level," Cseresznyak says. "We took corrective action to bring that particular machine up to satisfactory level."

    There's an easy win for AI right out of the gates: one simple program, one simple process, and the plant is already producing better products. So far, so good.

    Strategy for Success

    While this is a good start on the process, it's an awfully big jump to go from a few welders to a full fleet of smart, connected and optimized equipment. And that's the point, really—building the digital factory isn't an overnight process; it's a journey.

    "The exciting and scary thing about the IoT is that is isn't a single technology, but a combination of technologies," explains author and consultant W. David Stephenson. "It's a moving target."

    A successful IoT strategy, Stephenson argues, takes this fact firmly into account. It also validates Toyota's plan here.

    Rather than developing massive, "boil the ocean" digital strategies, he says, companies should concentrate on "nibbling at the edges, particularly on the maintenance and operations side of things."

    Doing this, he explains, provides "a kind of microcosm of the whole IoT—you get an inkling of what it would be like and allows you to gain a little comfort level with it, while collecting some tangible results."

    This is the first step to successful IoT implementation—testing the waters, so to speak, to get a feel for the power and potential of the technology.

    From there, Stephenson outlines something that has been critically lacking in most of the IoT conversations to date: a clear, three-part plan to take those early implementation tests into a full-scale IoT strategy.

    Step One: Ask New Questions

    The first, and possibly most difficult, step in this process is a bit of mental yoga—stretching your creativity to ask new questions about old processes.

    To help with this, Stephenson has developed a thought model designed to get the ingenuity flowing.

    "Before the IoT, we were suffering from the terrible condition of collective blindness—a condition that affected every single human being on the planet without exception," Davison explains. "It manifested itself by the fact that we couldn't see (literally and figuratively) inside of things to see if they were working or not.

    "Now with the IoT, we can lift that collective blindness."

    In this model, the first new question most companies should be asking is, "How can we design our products and processes so we can get rid of that collective blindness and see, for the first time, how things are really working?" Stephenson suggests.  

    It's a question, he says, guaranteed to provide "years of opportunity to think of new ways of doing stuff."

    At Toyota Material Handling, Cseresznyak certainly seems to have this step down.

    Beyond the welding experiment, one of the primary goals in this IoT strategy is to eliminate his blindness in the health and wellness of his fleet. Specifically, he wants to stop breakdowns before they occur.

    The problem, though, is that the current maintenance model only provides condition data after the breakdown.

    "It's mostly after the fact," Cseresznyak explains. "We analyze why something broke down and take corrective action, but we really aren't predicting breakdowns based on external information. It's really more of known issues that were reported by either the customer or the dealer network."

    In other words, the company has been blind to operating conditions everywhere between sales and repair. Cseresznyak's IoT plan is centered around correcting this.

    "Now, we're putting more sensors into our vehicles and working with Microsoft to develop a next-generation telematics system," Cseresznyak explains. "With this, we can better predict what types of vehicles will break down and take corrective actions before they go down so we can increase customer uptime."

    Step Two: Empower Your Workers

    Of the many "fundamental shifts" that go into a digital transformation, one of the most critical is the role experienced workers play in the process.

    Stephenson characterizes this by a shift in the flow of data.

    "One of the essential truths of IoT is, 'share data, don't hoard it,'" he says. "For so long, it was hard to get data and especially hard to distribute it, so it made sense to have senior management control the flow, rather than those on the front lines who could actually use it."

    Today, with the easy abundance of data the IoT creates, this model no longer makes sense.

    "It's the people on the front lines who have the ideas on how to improve quality and productivity," Stephenson argues. The IoT presents the opportunity to empower those experienced workers to help drive the opportunities the technology provides.

    Here, too, TMH is a leading example.

    The system Cseresznyak employed for its early work in machine learning, Falkonry LRS, is part of a new breed of software that is custom-suited for the industry. Rather than the traditional, complex systems that require months of implementation—plus teams of specialists, data scientists and software engineers to control—these packages require only the input of the plant experts who know the business best.

    "Falkonry is designed for process or maintenance engineering managers," Falkonry's Waters explains. "These are individuals who have domain expertise and understand the operation of the factory or facility, but potentially have absolutely no knowledge at all about data science or numeric modeling."

    And that is exactly how it played out at the Columbus, Indiana, plant.

    After the program was remotely installed on the welding system, the software captured all the data it needed on their performance. But it was Toyota Material Handling's manufacturing experts, not software engineers or data scientists, who taught the system what the data meant.

    Step Three: Define Your Business Case

    The final ingredient to this—though it can be said of any strategy, really—is a strong business case for investment.

    The IoT is very hip right now, and any project involving AI or machine learning or telematics probably looks great on an investor report. But without a real and tangible objective, such endeavors are bound to fizzle out.

    Here, above all, Toyota Material Handling really shines.

    Cseresznyak understands the one fundamental truth from his customers: Reliability trumps all.

    "The most important value for our customers is uptime," he explains. "That's even more so than the cost of the forklift itself."

    This appears to be the defining principle of Toyota Material Handling's entire IoT strategy.

    "Really, it's all about quality; it's all about reliability and superior access to service," Cseresznyak says. "Anything we can do to improve the quality of our products is a value to Toyota, and we can use skillsets like artificial intelligence and predictive analytics to provide better customer service and better customer experience."

    With these three steps in place, the future for Toyota Material Handling seems wide open. 

    "We're not sure where we'll stop with this," Cseresznyak notes. "We're just dipping our toes in the water right now; we have a long way to go."

    The general scope of this process is fairly well-defined for now, though. Cseresznyak knows his forklifts will need new sensors and a new software system to support the information those sensors collect even before they can begin testing their telematics service.

    But that heavy work ahead doesn't seem to bother him. It's all part of the journey. The most important thing now is just to keep moving.

    "I don't think you want to sit back and wait for things to happen," he says. "I think you want to be a leader in this area; you want to utilize technology that gives you a competitive advantage."



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