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What Is Digital Twins/IIoT?

What are Digital Twins? IIoT? Why Bother?

As is true with any emerging field of technology, Digital Twins is just now coalescing into a clearer definition of what it actually means in practice. Many market observers and vendors have offered up their views on what Digital Twins means to them. The ingredients have been around for a while, but their synergistic combination is just now bearing initial business fruit. Key enablers are the increasing accuracy of CAE models, the declining costs of high-performance computing, expanding cloud accessibility, and low-cost sensors.

What is IIoT? IoT (Internet of Things) is just connecting physical devices/systems to each other via the internet (think: your home internet-connected thermostat and an app on your smartphone that enables you to observe and change the temperature in your home from anywhere on earth if you have an internet connection). If the devices and connections and data transfer via the internet are for business/industrial systems, that’s the INDUSTRIAL Internet of Things. A lot more detailed and involved, but the same basic idea. When one of the “things” is a current/updated physics/simulation-based digital model, that’s where IIoT plays a role in Digital Twins.

Some Digital Twins Definitions

This “How It Works” area of the Revolution In Simulation website is your go-to source for more in-depth background information on Digital Twins and the latest relevant end-user enterprise and vendor case studies and success stories.

Physics-based simulation models (CAE) have proven their mainstream  business value during the development and manufacturing phases of the Product Performance Life-cycle (PPL).

Now they are moving beyond those phases into the entire life cycle of products and systems by being updated/modified to reflect the ongoing true in-field status/condition of such products and by being subject to the actual in-field loadings and boundary conditions obtained from sensors (the Industrial Internet of Things – IIoT). The resulting Digital Twins can then be used to anticipate needed maintenance and predict the behavior of future proposed operational changes to the physical structures and systems they represent in digital form.

 

Enterprise Datacenters Only Use 56% of Their Capacity

According to the 451 Global Digital Infrastructure Alliance: Enterprise datacenters only use 56% of their capacity.

Paper: An Introduction to Digital Twin Development

To understand the benefits of a digital twin, it is necessary to understand the possibilities they present. This paper examines their characteristics and construction, the problems of producing a good digital twin, and, with examples, shows their value.

Leading structural digital twin company Akselos relies on Coreform Cubit to efficiently mesh complex models

To mesh assemblies of thousands of components for highly accurate simulations, Akselos uses the scripting power of Coreform Cubit

Solution Providers:

The Digital Twin and Digital Thread in Aircraft Design and Maintenance

Digital twins create an opportunity to bring modeling and simulation techniques out to the operations phase of an asset. These capabilities allow organizations to improve accuracy of operations and maintenance decisions to optimize their aircraft fleets and can be used by OEMs to support future product improvements in next generation aircraft.

Top 8 Digital Twin Benefits

This post outlines the primary advantages of digital twins and gets you thinking how the concept could make a difference in your organization.

The digital twin as an idea machine

What began as a project to aid virtual commissioning now brings benefits in many areas of development and design. In cooperation with Siemens, Neuenhauser Maschinenbau GmbH developed a digital twin for several use cases and now benefits from comprehensive options for simulation, verification, and modeling.

Solution Providers:

Increase Data Center Performance with Simulation

Using the 6Sigma Digital Twin’s built-in libraries of cabinets and IT devices, the aerospace enterprise was able to quickly amend models and simulate the impact of new IT equipment deployment.

The Best Practical Digital Twin Use Cases

This blog post explores some of the many applications for utilizing digital twins.

Predictive Maintenance: A Hold Out from the AI Revolution, SOLVED!

This paper showcases the development of a fast running and highly predictive fatigue failure surrogate model based on data obtained from simulation runs of a complex mechanical system. The goals for the surrogate model were to create a Simulation Democratization tool for design exploration and a Digital Twin tool for field predictive maintenance and adaptive controls.

Solution Providers:

Reimagine Enterprise Data Center Design and Operations with the 6Sigma Digital Twin

Discover expert thermal analysis, innovative airflow visualization, cross-team collaboration, and immersive capacity planning when you virtualize your data center with the 6Sigma Digital Twin.

Role of Digital Twin in the age of Industry 4.0

While the concept of a digital twin has been around since 2002, it’s only thanks to the Internet of Things (IoT) that it has become cost-effective to implement.

Improving Performance in a Mission-Critical Financial Services Facility

When CBRE’s global finance customer wanted to improve energy efficiency in a Tier IV data center – without compromising availability or sacrificing capacity – they chose the 6Sigma Digital Twin to make it happen.

Solution Providers:

Digital Twin Software for Data Centers

Using Computational Fluid Dynamics (CFD) as well as historical and real-time data, 6SigmaDCX creates a dynamic data center digital twin, or the 6Sigma Digital Twin.

Data Center Change in Healthcare Enterprise Operations

The healthcare enterprise used the 6Sigma Digital Twin to create digital replicas of its data centers for ongoing use in day-to-day operations, so they could virtually plan effective cooling of the new units whilst avoiding any knock-on cooling issues that might affect existing IT.

Building the UK Innovation Corridor’s Home for HPC and AI

Wholesale colocation and high-performance computing provider Kao Data uses Computational Fluid Dynamics (CFD) simulation to validate data center Indirect Evaporative Cooling (IEC) design.

Solution Providers:

Reimagine Your Automotive Data Center Design and Operations

This blog shines a light on one of Europe’s largest automotive manufacturers and how they improved cooling across all data center halls to minimize risk and maximize energy efficiency using the 6Sigma Digital Twin, and in doing so, they yielded greater benefits for the long-term.

6SigmaDCX Release 16 Drives Performance for Enterprise Data Centers

Future Facilities 6SigmaDCX product suite creates a 6Sigma Digital Twin of your data center that simulates its physical behavior under any operating scenario. Understanding your organization’s crucial performance metrics, including capacity utilization, power, airflow, and cooling, from a science-based simulation perspective enables effective capacity planning and smooth operations.

Kaiser Permanente successfully modernizes legacy data centers with digital twin technology

Kaiser Permanente initiated a project to modernize their legacy data centers using the 6Sigma Digital Twin’s Computational Fluid Dynamics (CFD) simulation capabilities.

Solution Providers:

Cultivating Innovation with the Siemens Xcelerator Portfolio

Turning a dream into reality is a challenge for any organization, especially when the dream is growing food underwater. To do this, Nemo’s Garden has embraced digitalization and has implemented Siemens software to enhance, test, optimize, and scale production of their game-changing underwater biospheres that have the potential to change how and where our food is produced.

Dassault Systèmes and NTT Communications Team Up for Smart City Development

Collaboration, virtual twin technology and big data will drive projects on buildings, districts and cities.

Putting the ‘Precision’ in Precision Air Conditioning

Airedale chose the 6SigmaDCX software suite to help them optimize the design of their state-of-the-art ACUs and chillers.

Solution Providers:

Connect the Digital Thread with Hybrid Digital Twins, AI-Enabled Simulation, and Cloud Computing

Digital convergence is enabling industries to make the most of the data they collect to inform decisions at every stage of the product life cycle, connect information technology (IT) with operational technology (OT), and capitalize on new business models. Where does simulation engineering fit in the broader digital convergence discussion?

Pillars of Innovation: Ansys CTO Talks Digital Twins, Vertical Health Care, and More at IEEE

Leading its second day of panels at IEEE, Prith Banerjee, Chief Technology Officer at Ansys, delivered a keynote presentation that featured Ansys’ long-term strategies to enable simulation-based product innovation across industries.

Roadmap to Digital Twin 2.0

Take anyone’s prediction of the most important technology for this new decade and artificial intelligence or AI will be high on the list. However, until now most AI has been applied at predicting human behavior, interactions, and sensibilities.

Solution Providers:

Digital Twins and Monitoring

This blog post explores how Digital Twins and Monitoring Systems Work Together.

Digital Twins and DCIM

It is a common misconception that digital twin software and DCIM are competitors. This post examines instead how digital twins and DCIM are complementary toolsets.

Kao Data: Using CFD Analysis to Design and Build the UK Innovation Corridor’s Home for HPC and AI

Wholesale and high-performance colocation provider Kao Data worked together with Future Facilities, using Computational Fluid Dynamics (CFD) simulation to validate its data center Indirect Evaporative Cooling (IEC) design.

Solution Providers:

Digital Twins Evolve in Manufacturing

Simulation, modeling, visualization and sensor-based data converge to close the design-to-manufacture loop.

Digital Twins and Monitoring

How Do Digital Twins and Monitoring Systems Work Together? In the data center industry, it’s a given that having the right data is essential for making sound decisions throughout design and operations. But agreeing on how best to get that data is a different story.

Colocation Data Center Case Study: Thésée DataCenter

Thésée DataCenter integrated the 6Sigma Digital Twin into their DCMS to ensure informed decision making in design and operations.

Solution Providers:

What is the Role of a Data Center Digital Twin in a Changing Landscape?

Creating a Digital Twin or virtual copy of the data center is the surest way to navigate the changes your data center faces. This blog will walk you through where and how a Digital Twin fits into the constantly changing landscape that is the data center industry.

Can simulation help professionals return to the office?

Many organizations are beginning to implement plans to return to the office. The COVID-19 pandemic has everyone rethinking office spaces, especially the all too common open-office space.

Putting the Precision in Precision Air

Airedale chose the 6SigmaDCX software suite to help optimize the design of their state-of-the-art ACUs and chillers. The Digital Twin addresses the demand for more effective cooling systems by using Computational Fluid Dynamics to simulate airflow. This has improved Airedale’s performance in design stages and enabled them to build a precise replica of their test facility. For Airedale, this has resulted in better offerings to customers as well as enhanced research and development.

Solution Providers:

Digital Twins Evolve in Manufacturing

Simulation, modeling, visualization and sensor-based data converge to close the design-to-manufacture loop.

Digital Twins and Monitoring

How Do Digital Twins and Monitoring Systems Work Together? In the data center industry, it’s a given that having the right data is essential for making sound decisions throughout design and operations. But agreeing on how best to get that data is a different story.

What is the Role of a Data Center Digital Twin in a Changing Landscape?

Creating a Digital Twin or virtual copy of the data center is the surest way to navigate the changes your data center faces. This blog will walk you through where and how a Digital Twin fits into the constantly changing landscape that is the data center industry.

Can simulation help professionals return to the office?

Many organizations are beginning to implement plans to return to the office. The COVID-19 pandemic has everyone rethinking office spaces, especially the all too common open-office space.

New Insights: Enabling New Data Center Technology with Simulation-Based Digital Twins

Simulation-based digital twins, especially when implementing new data center technology, streamline data center design and operations management.

6SigmaDCX Release 15: What’s New

The Digital Twin provides a collaborative framework and the necessary design tools to drive informed, real-time decisions regarding thermal risk and capacity utilization. 6SigmaDCX Release 15 streamlines data center design and management with new big data features, faster model creation and automation across the board.

The Data Center Digital Twin

Our vision is a world where all data centers can realize their business potential. To make this vision a reality, we are pioneering the concept of the Digital Twin for data center design and management.

How to Build a Digital Twin to Improve Your Data Center

Deploying any change within your data center can seem daunting. But with a data center Digital Twin you can undertake virtual testing of those changes, using physics-based simulation, ensuring nothing goes into a live environment that hasn’t already been assessed for performance.

Digital Twin: Definition & Value

This paper provides an aerospace industry perspective on the Digital Twin and the significant benefits and rationale to accelerate embracing the fourth industrial revolution referred to as digital transformation.

Systems Thinking and Digital Transformation

Systems Thinking is central to the design of complex systems and to the implementation of your long-term Digital Thread strategy. This Executive Brief describes the risks associated with product complexity and provides you with a practical guide to implement a Systems Thinking approach.

Enhancing FPSO Industry Through Akselos’ Innovative Structural Digital Twin Technology

Learn how Akselos provides breakthrough digital twin technology that delivers unique solutions to the challenges that the oil & gas industry is facing. A truly transformational digital twin technology for best-in-class structural integrity management throughout all phases of FPSO lifecycle.

A Digital Twin for Everybody?

If you look into the future for your company, you need new or better business outcomes. That should be the driver for your company. A company does not need PLM or a Digital Twin. A company might want to reduce its time to market, improve collaboration between all stakeholders. These objectives can be realized by different ways of working and an IT-infrastructure to allow these processes to become digital and connected.

Using Digital Twins to Develop, Test, and Optimize Complex Systems

A True Digital Twin replicates the proposed physical space, and includes all mechanical, robotic, sensor, vision, AI, and computer systems, while simultaneously incorporating real human action and interaction. Humans experience the system in virtual reality (VR), with concurrent motion capture driving their avatars in real time. The avatars interact with virtual objects and their physical “stand ins”, which are also motion-tracked. All aspects of the system, including hardware, software, AI training data/models, and human interaction, are developed, tested and optimized virtually using a proprietary software platform.

Video Series: The Digital Twin

A six-part video series on data center digital twins.

Capacity Planning with the Digital Twin

Success within a data center starts with effective communication between teams, and a planning process that is as agile as it is reliable. Because data center managers must respond to problems as they arise, they are often forced risk resilience and efficiency by making decisions based on inadequate data.

Data Center Digital Twins Overview

An overview video of data center digital twins.

6SigmaRoom: Data Center Design and Operations

6SigmaRoom is the industry’s leading data center CFD tool. It is part of the 6SigmaDCX software suite, which integrates IT and engineering operations in capacity planning.

The Data Center Digital Twin

Our vision is a world where all data centers can realize their business potential. To make this vision a reality, we are pioneering the concept of the Digital Twin for data center design and management.

Real Digital Twin for a Complex Process

Data Driven models require Big-Data to perform well which is expensive, complicated to manage and in some cases difficult or impossible to get. However, PIMLᵀᴹ technology integrates physics and Machine Learning requiring only Small-Data.

Simulation, AI & Digital Twins: An Intelligent Response to the COVID19 Pandemic

Digital twins most important mission may be to keep the human species alive long enough at the start of a pandemic virus that is highly lethal, very transmittable, and with long periods of asymptomatic transmission.

Aras Blog: The Digital Twin Time Machine

If you capture a product’s configuration correctly, you have context―which enables you to create traceability. In essence you have created the Digital Twin time machine. The context of the Digital Twin, supported by digital thread data, and analysis tools like simulation or analytics, allows you to move backwards and forwards for any product or system of products.

Paper: Digital Twin – Its Role and Structure within a Modern Systems Engineering Approach

Companies must ensure a cost effective and reliable product is introduced to the market in a timely manner while also addressing the challenges relating to in-service product updates and on-going maintenance. The Digital Twin in the context of virtual engineering and digital transformation is becoming a critical player in such highly innovative and competitive environment.

Akselos SIMLAB series #1: Continual Remote Monitoring of Large Assets with Simulation

Akselos is a new simulation technology that can evaluate structural behavior 1000x faster than traditional techniques. Akselos is capable of producing high-fidelity, physics-based models of large complex assets which may be connected to sensor data to regularly update the simulation model and provide the required assessments in a timely manner.

The Evolution of Digital Twin – and How Emerging Tech Is Driving Adoption

A digital twin is a dynamic digital model of a product, process, or person, which analyzes existing business system data combined with real-world data. However, the value expands past the single digital model of an asset and is increasingly an underpinning element of an organization's digital transformation initiatives.

Digital Twin Continues to Proliferate Software and Digital Industries

The digital twin continues to proliferate and is a concept often associated with Siemens, and given our investment in software, additive manufacturing and the digital industries, this is good news indeed. But sometimes these terms can be too ethereal and my interest is piqued when I see this concept in action.

Webinar: Offshore Wind – Smart Design & Fabrication with Digital Twins

Focused on the optimization of offshore wind design, the webinar is aimed at engineers, project managers and leaders involved in the advancement of the burgeoning wind sector, as well as anyone interested in the digital transformation of engineering design.

OnScale announces Project BreathEasy

Project BreathEasy is a consortium of multiphysics FEA/CFD vendors, medical device manufacturers, engineers, and doctors from around the world who are developing digital twins of the lungs of COVID-19 patients to help doctors improve patient outcomes and optimize use of limited ventilator resources in major outbreak areas.

Use Digital Twins To Virtually Test Products

The use of virtual testing has increased because of the closures of many physical testing labs due to the coronavirus pandemic. Revolution in Simulation sponsor Kinetic Vision has seen an increase in clients requesting virtual testing services using digital twins. In this article and video learn how the company's modeling and simulation teams are helping Fortune 100 customers to perform virtual testing of new products under development.

Simulation-Powered AI with OnScale & MATLAB

This white paper discusses how synthetic datasets for training AI can be generated in hours using the OnScale cloud simulation platform. The demonstrated approach of using synthetic datasets to train AI networks can drastically reduce cost, risk, and time for the development of new hardware technologies.

Visualizing Digital Twins

The true cost of deploying and maintaining a digital twin is in collecting and analyzing the data. The data gives life to static 3D models.

2020 Prediction: Dennis Nagy

Beyond CAE's Dr. Dennis Nagy shares his prediction for Digital Twins in the coming year.

Digital Twin Evolution: The Path to Simulation-Based Twins

"Although analytical twins have existed for a while, this evolution of simulation-based models that lead to the creation of digital twins is really transforming manufacturing, as product designs become more customized, unique and intricate by nature."

Microsoft partner ANSYS extends ability of Azure Digital Twins platform

“Collaborating with ANSYS to create an advanced IoT digital twins framework provides our customers with an unprecedented understanding of their deployed assets’ performance by leveraging physics and simulation-based analytics.” — Sam George, corporate vice president of Azure IoT, Microsoft

Largest Digital Twin Conference Aims to Demystify Technology

Bentley Systems conference focuses on infrastructure uses of digital twins.

Make an impact in the real world with Digital Twins

Let's discuss the importance of keeping your digital twins in sync with real products. Models so accurate they’re a digital twin of the product you’re creating can help you throughout the design and development process. 1D models can help you determine the best architecture for your multi-physics system, 3D models can help you design into the details, and testing can help you improve modelling realism. Combining all the three technologies gives you the highest possible accuracy while making design decisions. But in today’s world the design job isn’t done when you ship. You have to be able to take feedback, track how products are used – with detailed data coming from the increasing numbers of sensors in modern devices – and then use that to support, maintain and improve the products you have out in the market, as well as incorporating all that information into your next generation. That means keeping your digital twins in sync with the real products, even once they’re in customers’ hands.

Revolutionizing Food & Beverage Production with the Digital Twin and Industrial IoT

How can food and beverage companies use the digital twin and industrial IoT to dramatically improve production performance? This eBook shares the value of the digital twin and IIoT for companies that produce food and consumer packaged goods. Then, it shares some practical examples and advice to get started down the path to streamline R&D and new product development, optimize production plans, increase performance, gain production intelligence, improve quality, and compete as an integrated supply chain.

Benefit from digital twins at any IoT maturity

In a commissioned study of IoT decision makers conducted by Forrester Consulting on behalf of Siemens in May 2019, respondents of varied IoT maturity levels recognized that digital twins can continuously improve their product offerings and improve product quality.

Digital Twins: Driven by Physics-Based Models

Karen Willcox is a leading aerospace researcher and expert in simulation-based engineering who specializes in the aerospace industry. Her work on simplified simulation models has made it possible to accelerate the development and design of complex systems.

Could Digital Twins remove doubt from due diligence during M&A?

Innovation and new technology applications are being established as part of core business management tools and are starting to appear in the area of managing M&A. When M&A is announced, organisations are committing to buy an asset or asset groups – at which point a due diligence effort is usually conducted to establish the actual state of the asset. Digital Twins have shown significant promise for the management of assets, and could also be transformational in the M&A process to qualify the quality of the assets.

Digital Twins in the Hot Seat: Realizing Great Expectations

PREVIOUS WEBINAR AVAILABLE ON DEMAND The phrase “digital twin” has become the be-all-and-end-all of manufacturing buzzwords, stirring up Utopian views on what it can do for predictive maintenance, simulation and more. But how is a digital twin different from a 3D CAD product model? Can it ever live up to its full potential? Is anyone really making use of digital twins? In this LIVE webcast, DE challenges panelists to discuss: a no-nonsense definition of digital twins; the types of products that make sense as digital twins; real-world examples of digital twins in operation.

How to Quickly Create a Simulation-Based Digital Twin of an IIoT-Connected Product

Digital twins are virtual representations of physical products. They have the ability to unlock value and optimization throughout a product’s lifecycle. By leveraging real-world data from IIoT-connected product and physics-based simulations, digital twins can better inform and predict product performance. This enables users to develop new designs, operations and controls to optimize performance, reduce downtime and enable service-based products — often without the customer needing to upgrade hardware. The technology to get an IIoT digital twin running is available, however, many organizations are having a hard time implementing and connecting all of the digital, physical and data assets together. With the help of ANSYS Twin Builder and PTC ThingWorx, engineers can simplify the creation of digital twins using physics-based simulations.

Why digital twins will be the backbone of industry in the future

For industry and the internet of things (#IoT), digital twins, offering virtual representations of real-world products will be the innovation backbone of the future. Entire systems can be simulated and tested long before a physical prototype has been built. Even operation of existing systems can be further optimized using a #DigitalTwin. Imagine the extraordinary possibilities merging them with artificial intelligence (#AI). Industry experts for digital twins are already using all these possibilities in concrete applications. Siemens Stories on Digital Twin: https://sie.ag/2FSldHZ Make use of it: https://sie.ag/2XcV2q8

Digital Twins: Driven by Physics-Based Models

Karen Willcox is a leading aerospace researcher and expert in simulation-based engineering who specializes in the aerospace industry. Her work on simplified simulation models has made it possible to accelerate the development and design of complex systems. Karen E. Willcox is Director of the Oden Institute for Computational Engineering and Sciences and a Professor of Aerospace Engineering and Engineering Mechanics, at the University of Texas at Austin. She holds the W. A. “Tex” Moncrief, Jr. Chair in Simulation-Based Engineering and Sciences and the Peter O'Donnell, Jr. Centennial Chair in Computing Systems. Prior to joining the Oden Institute in 2018, she spent 17 years as a professor at the Massachusetts Institute of Technology, where she served as Professor of Aeronautics and Astronautics, the founding Co-Director of the MIT Center for Computational Engineering, and the Associate Head of the MIT Department of Aeronautics and Astronautics. She is also an External Professor at the Santa Fe Institute.

Digital Twins: Two of a Kind

Exploring how digital twins are shaping our digital fabric and engineering future.

Colloquium “Simulation and Digital Twins”

At the center of the "Simulation and Digital Twins" colloquium was the question of how to better monitor processes and plants using digital twins, and how simulations offer completely new possibilities for 3D production.

Mathematics a key enabler for Digital Twins

Industrial research requires simulation experts with a passion for digital twins. In the race to innovate, their enthusiasm makes the crucial difference.

Digital Twins for As-Maintained Configuration Management Part 1

From RevSim sponsor PLM Alliances' principal Rich McFall comes this excellent CMSights Blog: In this month’s CMsights we asked Configuration Management practitioner, standards influencer, trainer, and author Kim Robertson to help us distill all the hype about digital twins and digital threads so we can understand their impact on as-maintained configuration management for long-life aerospace & defense equipment. Kim Robertson has over 39 years of experience in the A&D sector and is a co-author of “Configuration Management: Theory, Practice and Application” which is being used as the text for a graduate level course in C&DM at the Technical University of Eindhoven. He holds a CMPIC Configuration Management Principles and Implementation certification and is a National Defense Industrial Association (NDIA) Certified Configuration Data Manager (CCDM). Kim is a member of the SAE International G-33 committee for CM Standards and worked on Revision C of SAE/EIA-649.

The Role of Digital Twins in De-Risking Offshore Operations: The Search for ‘Zero Dive’

Manned diving operations are a necessary part of maintaining offshore oil and gas assets, but also a very costly and dangerous process. With new technological developments such as Digital Twins, could a future where divers no longer have to work on offshore rigs be in sight? Umar Ali explores the potential of ‘zero dive.’

From Simulation Powered Design to Predictive Digital Twins

BECOMING A PREDICTIVE DIGITALLY ENABLED COMPANY”, presented by Front End Analytics, reveals how FEA’s Predictive Analytics 3.0, deployed using EASA, is enabling the adoption of artificial intelligence (AI), machine learning (ML) and digital twins for next generation simulation and modeling.

Why Digital Twins will be the Backbone of Industry in the Future

For industry and the internet of things (#IoT), digital twins, offering virtual representations of real-world products will be the innovation backbone of the future. Entire systems can be simulated and tested long before a physical prototype has been built. Even operation of existing systems can be further optimized using a #DigitalTwin. Imagine the extraordinary possibilities merging them with artificial intelligence (#AI). Industry experts for digital twins are already using all these possibilities in concrete applications.

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Success Stories

What good is a revolution if it doesn’t result in useful change? See how companies are achieving significant time savings with measurable improvements in consistency, accuracy & repeatability…READ MORE

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Coming of Age

Digital Twins have been around for a while, but they are just beginning to bear fruit. Key enablers are the increasing accuracy of simulation, lower Cloud computing costs and accessibility, and low-cost sensors.
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