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Rapid Product Innovation:
Improving Processes for Production System
 Design, Implementation,
 Design Implementation and Operations

          Digital Manufacturing and
       Collaborative Digital Automation
                February 8, 2010

                                Greg Gorbach
                                  Vice President
                            ARC Advisory Group
                          ggorbach@arcweb.com
Today’s Business Environment
Makes Innovation and Responsiveness A Necessity


   A Turbulent Marketplace:                     Impact on Production:
     Global Competition                         • Re-tool for new products
                                                                  p
                                                • Rapid Introduction of New
        Customers have many alternatives          Production Processes
        Price pressure                          • More Automation
        More products and variations needed     • More Plant Software
        More product info: Traceability,        • Re tool to Reduce Energy &
                                                  Re-tool
        Pedigree, Carbon footprint, etc.          Emissions
                                                • Re-Tool for Green Packaging
        Consistently high quality is critical   • Re-tool for more flexibility
        Fast turnaround
        Complex delivery terms and schedule
        Green
     Increasing Costs
        Energy
        Natural resources
     Regulatory Pressure
        Growing Climate Change Pressure
        Other Environmental/Safety


                                                                                              2
                                                                            © ARC Advisory Group
Today’s Product/Process Innovation Bottleneck
Product
Lifecycle



Physical
Production    DESIGN                BUILD                OPERATE
System


    For certain manufacturing segments (especially discrete and portions
    of hybrid), introducing new products or improving the manufacturing
    process usually requires creating or modifying production systems
    Many production system problems are not discovered until late in the
    design/implementation process, which introduces delays and cost
    d i /i       l    t ti             hi h i t d       d l       d     t
    Once in operation, virtual reference models, if available, could aid in
    performance monitoring, process optimization, problem diagnosis,
    operator training, and continuous improvement




                                                                                         3
                                                                       © ARC Advisory Group
Limitations in Today’s Digital
Manufacturing and Automation Tools
                                       Design              Modeling/Simulation


  Typically, many different design     Product      Component          Physics-Based
  and modeling environments are
               g                      Mechanical
                                       Design
                                                     3D Solid
                                                      Models
                                                                        Component
                                                                          Models
  used. They often don’t integrate   Mfg Systems     Equipment         Physics-Based
  well.                              Mechanical
                                       Design
                                                      3D Solid
                                                       Models
                                                                        Equipment
                                                                          Models

  Limited tools have been            Mfg Systems     Queuing/
                                       Process       Network
  available for designing and          Design         Models

  simulating the implementation                       Chemical
                                                       Process
                                                                         Energy &
                                                                         Emissions
  of control systems and devices,                       Model             Model

  and the behaviors of the control     Product
                                      Electrical
                                                       Product
                                                      Electrical
  systems as they interact with          es g
                                       Design        S u at o
                                                     Simulation

  the electromechanical systems      Inspection &
                                     Test Systems
                                                    Inspection &
                                                    Test Systems
                                        Design         Models
  Control Engineers need to be       Mfg Systems     Equipment
  able to collaborate and interact    Electrical      Electrical
                                       Design          Models
  with other manufacturing           Mfg Systems     Controls &
  engineers and their models and       Controls,       Logic               I/O
                                                                         Emulation
                                     Logic Design     Models
  systems                            Mfg Systems     HMI & MES
                                      Software        Software
                                       Design          Models


                                       Models/Simulations Can Improve
                                       Design, Build, and Operate Phases
                                                                                                   4
                                                                                 © ARC Advisory Group
Digital Manufacturing




                                          5
                        © ARC Advisory Group
Developing Production Systems
Requires Parallel Engineering Activities

                                                      PRODUCTION PROCESSES
                                 Industrial           • Equipment Layout
                                Engineering           • Queuing/Throughput
                                                        Models
                                                      • Human Factors Models
                                                      • etc.



                   Mechanical                                  Electrical
                                                               El t i l
                    Design                                     & Controls



                                         Production
       GEOMETRY                            System
                                            y                    AUTOMATION SYSTEMS
       • Mfg Equipment Design                                    • Electrical & Wiring Design
       • Mfg Equipment 3D Model(s)                               • Electrical & Wiring Models
                                                                 • Controllers & Control Devices
                                                                 • Controller & Control Device
                                                                   Models
                                                                 • Control Code
                           Virtual, Science
                                    Science-                     • etc.
                                                                    t
                          Based Modeling &       BEHAVIORS
                              Simulation         • Core Manufacturing Process
                                                   Models
                                                 • Equipment Modeling
                                                 • Kinematics
                                                 • Simulated Work Environments
                                                 • etc.




                                                                                                                     6
                                                                                                   © ARC Advisory Group
Digital Manufacturing: Modeling and Simulating
Geometry, Processes, Behavior, and Automation


                   Digital Manufacturing & Production
                                                           PRODUCTION PROCESSES
                                      Industrial           • Equipment Layout
                                     Engineering           • Queuing/Throughput
                                                             Models
                                                           • Human Factors Models
                                                           • etc.
                                                Digital
                                               PROCESS
                        Mechanical              Models                  Electrical
                         Design                                         & Controls
                                       Digital          Collaborative
                                     GEOMETRY              Digital
                                        (3D)   ProductionAutomation
            GEOMETRY                             System                 AUTOMATION SYSTEMS
            • Mfg Equipment Design                                      • Electrical & Wiring Design
            • Mfg Equipment 3D Model(s)          Digital                • Electrical & Wiring Models
                                               BEHAVIOR                 • Controllers & Control Devices
                                                Models                    Controller & Control Device
                                                                        • C      ll    C      l    i
 Management & Integration                                                 Models
                                                                        • Control Code
 • Project Management           Virtual, Science-                       • etc.
 • Data Management             Based Modeling &        BEHAVIORS
 • Portfolio Management            Simulation          • Core Manufacturing Process
 • Connectivity                                          Models
 • etc.                                                • Equipment Modeling
                                                       • Kinematics
                                                       • Simulated Work Environments
                                                       • etc.
                                                                                                                            7
                                                                                                          © ARC Advisory Group
Digital Manufacturing: Model-Based
Development of Production Systems
Product
Lifecycle



Physical
Production        DESIGN                               BUILD                              OPERATE
System

                            Concept & Design                   Validation and
                            Validation and                     Problem-Solving
                            Optimization                       through Start-up



              System Design                    Models & Simulation                   Production System




             Conveyor      Robot                Conveyor    Robot                    Conveyor   Robot

Digital             CAD,
                                                            Simulation
Mfg                  etc
                                                           Environment


              DEVELOP & USE                       USE & REFINE
                                                                                  Physical Production Cell
               Virtual Models                     Virtual Models



                                Typical DM Scope



                                                                                                                               8
                                                                                                             © ARC Advisory Group
Manufacturers Need Better Tools for
Digital Manufacturing and CDA

          Production Systems
   •   Assembly Lines
   •   C
       Conveyors
   •   Work Cells
   •   Safety Systems
   •   Packaging Lines                      Collaborative
   •   Batch Vessels                           Digital
   •   Power Plants                          Automation
   •   etc.
   •   All with Mechatronics:
            • Electrical Systems & Wiring
            • Controllers, Sensors &
              Control Devices
            • Plant Software, etc.




                                                                              9
                                                            © ARC Advisory Group
Collaborative Digital Manufacturing (CDA)




                                                       10
                                      © ARC Advisory Group
What is Collaborative Digital Automation?

  The application of digital tools, simulation, and         CDA
  virtualization to the process of developing,
                        p                 p g,
  implementing, and operating production systems
  Especially involving the interaction of control devices
  a d sys e s
  and systems with the electromechanical co po e s
                       e e ec o ec a ca components
  that constitute the production system




      Design             Virtual Simulation    Physical System




                                                                             11
                                                            © ARC Advisory Group
Collaborative Digital Automation (CDA)
in the Design – Build Phases
            DESIGN                                                         VALIDATE                                                                                IMPLEMENT
      Manufacturing Process,                                            Process, Interference,                                                                    Build, Test, & Deploy
      System, & Components                                             Kinematics, Controls, etc.                                                                   Physical System
          Software Design                                                  Software System                                                                          Software System




                                                                                                                                  alidate Physic Installation
                                                                                                                                                            n
                           Visibility                                                  Visibility                                                                                 Visibility
                                                                                                    EMI                                                                                        EMI
                                                                             Execution                                                                                 Execution
                 Execution                                                               MES                                                                                       MES
        Controls                                                       Controls                                                                                  Controls
        Interface                                                      Interface HMI                                                                             Interface HMI
                                                                                               Control                                                                                   Control



                                                                 ign
                    Control Logic                                       Virtual Controller      Logic                                                                Controller           Logic




                                                                                                                                               cal
CDA
                                          Validate & Optimize Desi
          Electrical Design                                                Electrical Model                                                                         Electrical System


      Sensor I/O Block            Drive                                Sensor I/O Block         Drive                                                            Sensor I/O Block          Drive
                                                     O




                                                                                                                     missioning: Va
        Safety      HOA         MCC                                       Safety   HOA         MCC                                                                 Safety   HOA          MCC

         Mechanical Design                                                  Mechanical &                                                                           Mechanical System
                                                                         Environmental Model




                                                                                                          Virtual Comm
         Conveyor          Robot                                          Conveyor       Robot                                                                      Conveyor       Robot

                    CAD,
                                                                                        Simulation        V
                     etc
                                                                                       Environment

      Production Cell Design                                           Virtual Production Cell                                                                  Physical Production Cell
                                                                                                                                                                                                                      14
                                                                                                                                                                                                     © ARC Advisory Group
Collaborative Digital Automation (CDA)
is an immature but rapidly developing space

                         Processes                    Software &
                                                      Human Interfaces

                                      Collaborative
                   Geometry                                Live Production
                                         Digital
                                                           Systems
                                       A t    ti
                                       Automation
                                               i


                 Virtual Simulation                   Other Systems




  Electrical & Wiring Model                           Execution Logic
  Control Devices Models                              MES/CPM Configuration
  I/O Emulation                                       Virtual Commissioning
  Control System Design                               Connectivity to:
  Control Logic                                         • Process Models
                                                        • Geometry Models
  Controller Code
                                                        • Simulations
  Controller Emulation
  C      ll      l i                                    • Mgmt & Integration
  HMI Configuration                                   etc.

                  Standards, Libraries Tools
                  Standards Libraries, Tools,
               Interoperability, etc. Are Needed
                                                                                                15
                                                                               © ARC Advisory Group
Virtual Production Systems




                                              16
                             © ARC Advisory Group
Virtual Production System
Extend Digital Mfg to Operations


                              Virtual                                                                                  Physical
   Design                                                                                                              Production
                            Production
  Systems                     System                                                                                   System


                                                             Execution &
                                                            Visibility S/W
                                                              Interface
                                                      •   Performance Deviations
                                                      •   Optimization
      • Process Improvements                          •   Diagnose Problems
      • Problem Resolution                            •   Operator Training
      • Alternate Designs                             •   Maintenance Activity Modeling
      • etc                                           •   etc




                  Product Data    Process Data                                            Product Data   Process Data
                   Metrology       Faults                                                  Metrology      Faults
                   Quality         Throughput                                              Quality        Throughput
                   Inspection      Shift Data                                              Inspection     Shift Data
                   Signoffs        CAPA                                                    Signoffs       CAPA
                   Etc.            Etc.                                                    Etc.           Etc.


                   Asset Data    Material Data                                             Asset Data    Material Data
                   Maintenance     Supplier Quality                                        Maintenance    Supplier Quality
                   Cycle Count     Inventory Levels                                        Cycle Count    Inventory Levels
                   Etc.            Rejections                                              Etc.           Rejections
                                   NCR                                                                    NCR
                                   Etc.                                                                   Etc.



                    Virtual Results (As-                                                   Actual Manufacturing
                   Designed & Simulated)                                                    Results & As-Built
                                                                                                                                         17
                                                                                                                        © ARC Advisory Group
DM, CDA, and VPS
Model-Based Development & Operation of Production Systems

Product
Lifecycle



Physical
Production               DESIGN                                 BUILD                             OPERATE
System
                                                                                                            Production System
                                  Concept & Design                      Validation and
                                                                                                            Simulation Enables
                                  Validation and                        Problem-Solving
                                                                                                            Continuous
                                  Optimization                          through Start-up
                                                                                                            Improvement




                                                                                                                   Virtual
                                                                                                                 Production
                                                                                                                   System

Digital
Manufacturing
(DM)
                     DEVELOP & USE                         USE & REFINE                         USE & EXTEND
                      Virtual Models                       Virtual Models                       Virtual Models
Collaborative
Digital
Automation                                     Digital Manufacturing and CDA
(CDA)
                •   Steady State Design              •   Virtual Commissioning             •   Performance Deviations
                •   Dynamic Simulation
                    D     i Si    l ti               •   Diagnose Problems
                                                         Di        P bl                    •   Optimization
                                                                                               O ti i ti
                •   Design Optimization              •   Process/System Validation         •   Diagnose Problems
                •   etc                              •   Operator Training                 •   Operator Training
                                                     •   etc                               •   Maintenance Activity Modeling
                                                                                           •   etc
                                                                                                                                        18
                                                                                                                       © ARC Advisory Group
Issues Faced by Users

  There are lots of different pieces involved, it’s hard to
  know how to proceed
                p
  How do I get to the point where I can re-use things -
  such as models and control code – for equipment that I
  use frequently?
        eque   y
  What will we encounter when we start down this road?
  What don’t we know?
  Integration and Interoperability
  What are the costs? What are the benefits?
  Etc.




                                                                          19
                                                         © ARC Advisory Group
Issues Faced by Suppliers

  How to persuade manufacturers to try CDA apps
  • Seems complicated, risky, and costly
          complicated risky
  • Who drives buying decision?
  How do I justify creating device models and solution
  components?
            t ?
  • Is the market ready?
  • Can I afford NOT to participate at this stage - will that
    effectively cede the market to others and negatively impact
    my automation business?
  Etc.




                                                                            20
                                                           © ARC Advisory Group
Summary: Key Points

 Digital Manufacturing is becoming more important in
 creating competitive advantage
         g    p               g
 ARC advocates extending Digital Manufacturing to the
 Operating phase (Virtual Production System)
 Collaborative Digital Automation (CDA) unlocks the
 true potential of Digital Manufacturing


                            Digital
      Digital              PROCESS
                            Models
   Manufacturing
   & Production      Digital      Collaborative
                   GEOMETRY          Digital
                      (3D)         Automation

                                                  CDA
                             Digital
                           BEHAVIOR
                            Models



                                                                         21
                                                        © ARC Advisory Group
Digital Manufacturing With CDA Helps
Create Competitive Advantage


                      Enterprise



                        Products
                       Equipment
                       Processes
        Engineering                Operations


                        Digital
                         Mfg

                        Digital
                      Automation




          Collaborative Solutions for Digital
         Automation are Beginning to Emerge

                                                                 22
                                                © ARC Advisory Group
Thank You
  For more information, contact the author at
ggorbach@arcweb.com or visit our web pages at
               www.arcweb.com
               www arcweb com


                                                                 23
                                                © ARC Advisory Group

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Rapid Product Innovation

  • 1. Rapid Product Innovation: Improving Processes for Production System Design, Implementation, Design Implementation and Operations Digital Manufacturing and Collaborative Digital Automation February 8, 2010 Greg Gorbach Vice President ARC Advisory Group ggorbach@arcweb.com
  • 2. Today’s Business Environment Makes Innovation and Responsiveness A Necessity A Turbulent Marketplace: Impact on Production: Global Competition • Re-tool for new products p • Rapid Introduction of New Customers have many alternatives Production Processes Price pressure • More Automation More products and variations needed • More Plant Software More product info: Traceability, • Re tool to Reduce Energy & Re-tool Pedigree, Carbon footprint, etc. Emissions • Re-Tool for Green Packaging Consistently high quality is critical • Re-tool for more flexibility Fast turnaround Complex delivery terms and schedule Green Increasing Costs Energy Natural resources Regulatory Pressure Growing Climate Change Pressure Other Environmental/Safety 2 © ARC Advisory Group
  • 3. Today’s Product/Process Innovation Bottleneck Product Lifecycle Physical Production DESIGN BUILD OPERATE System For certain manufacturing segments (especially discrete and portions of hybrid), introducing new products or improving the manufacturing process usually requires creating or modifying production systems Many production system problems are not discovered until late in the design/implementation process, which introduces delays and cost d i /i l t ti hi h i t d d l d t Once in operation, virtual reference models, if available, could aid in performance monitoring, process optimization, problem diagnosis, operator training, and continuous improvement 3 © ARC Advisory Group
  • 4. Limitations in Today’s Digital Manufacturing and Automation Tools Design Modeling/Simulation Typically, many different design Product Component Physics-Based and modeling environments are g Mechanical Design 3D Solid Models Component Models used. They often don’t integrate Mfg Systems Equipment Physics-Based well. Mechanical Design 3D Solid Models Equipment Models Limited tools have been Mfg Systems Queuing/ Process Network available for designing and Design Models simulating the implementation Chemical Process Energy & Emissions of control systems and devices, Model Model and the behaviors of the control Product Electrical Product Electrical systems as they interact with es g Design S u at o Simulation the electromechanical systems Inspection & Test Systems Inspection & Test Systems Design Models Control Engineers need to be Mfg Systems Equipment able to collaborate and interact Electrical Electrical Design Models with other manufacturing Mfg Systems Controls & engineers and their models and Controls, Logic I/O Emulation Logic Design Models systems Mfg Systems HMI & MES Software Software Design Models Models/Simulations Can Improve Design, Build, and Operate Phases 4 © ARC Advisory Group
  • 5. Digital Manufacturing 5 © ARC Advisory Group
  • 6. Developing Production Systems Requires Parallel Engineering Activities PRODUCTION PROCESSES Industrial • Equipment Layout Engineering • Queuing/Throughput Models • Human Factors Models • etc. Mechanical Electrical El t i l Design & Controls Production GEOMETRY System y AUTOMATION SYSTEMS • Mfg Equipment Design • Electrical & Wiring Design • Mfg Equipment 3D Model(s) • Electrical & Wiring Models • Controllers & Control Devices • Controller & Control Device Models • Control Code Virtual, Science Science- • etc. t Based Modeling & BEHAVIORS Simulation • Core Manufacturing Process Models • Equipment Modeling • Kinematics • Simulated Work Environments • etc. 6 © ARC Advisory Group
  • 7. Digital Manufacturing: Modeling and Simulating Geometry, Processes, Behavior, and Automation Digital Manufacturing & Production PRODUCTION PROCESSES Industrial • Equipment Layout Engineering • Queuing/Throughput Models • Human Factors Models • etc. Digital PROCESS Mechanical Models Electrical Design & Controls Digital Collaborative GEOMETRY Digital (3D) ProductionAutomation GEOMETRY System AUTOMATION SYSTEMS • Mfg Equipment Design • Electrical & Wiring Design • Mfg Equipment 3D Model(s) Digital • Electrical & Wiring Models BEHAVIOR • Controllers & Control Devices Models Controller & Control Device • C ll C l i Management & Integration Models • Control Code • Project Management Virtual, Science- • etc. • Data Management Based Modeling & BEHAVIORS • Portfolio Management Simulation • Core Manufacturing Process • Connectivity Models • etc. • Equipment Modeling • Kinematics • Simulated Work Environments • etc. 7 © ARC Advisory Group
  • 8. Digital Manufacturing: Model-Based Development of Production Systems Product Lifecycle Physical Production DESIGN BUILD OPERATE System Concept & Design Validation and Validation and Problem-Solving Optimization through Start-up System Design Models & Simulation Production System Conveyor Robot Conveyor Robot Conveyor Robot Digital CAD, Simulation Mfg etc Environment DEVELOP & USE USE & REFINE Physical Production Cell Virtual Models Virtual Models Typical DM Scope 8 © ARC Advisory Group
  • 9. Manufacturers Need Better Tools for Digital Manufacturing and CDA Production Systems • Assembly Lines • C Conveyors • Work Cells • Safety Systems • Packaging Lines Collaborative • Batch Vessels Digital • Power Plants Automation • etc. • All with Mechatronics: • Electrical Systems & Wiring • Controllers, Sensors & Control Devices • Plant Software, etc. 9 © ARC Advisory Group
  • 10. Collaborative Digital Manufacturing (CDA) 10 © ARC Advisory Group
  • 11. What is Collaborative Digital Automation? The application of digital tools, simulation, and CDA virtualization to the process of developing, p p g, implementing, and operating production systems Especially involving the interaction of control devices a d sys e s and systems with the electromechanical co po e s e e ec o ec a ca components that constitute the production system Design Virtual Simulation Physical System 11 © ARC Advisory Group
  • 12. Collaborative Digital Automation (CDA) in the Design – Build Phases DESIGN VALIDATE IMPLEMENT Manufacturing Process, Process, Interference, Build, Test, & Deploy System, & Components Kinematics, Controls, etc. Physical System Software Design Software System Software System alidate Physic Installation n Visibility Visibility Visibility EMI EMI Execution Execution Execution MES MES Controls Controls Controls Interface Interface HMI Interface HMI Control Control ign Control Logic Virtual Controller Logic Controller Logic cal CDA Validate & Optimize Desi Electrical Design Electrical Model Electrical System Sensor I/O Block Drive Sensor I/O Block Drive Sensor I/O Block Drive O missioning: Va Safety HOA MCC Safety HOA MCC Safety HOA MCC Mechanical Design Mechanical & Mechanical System Environmental Model Virtual Comm Conveyor Robot Conveyor Robot Conveyor Robot CAD, Simulation V etc Environment Production Cell Design Virtual Production Cell Physical Production Cell 14 © ARC Advisory Group
  • 13. Collaborative Digital Automation (CDA) is an immature but rapidly developing space Processes Software & Human Interfaces Collaborative Geometry Live Production Digital Systems A t ti Automation i Virtual Simulation Other Systems Electrical & Wiring Model Execution Logic Control Devices Models MES/CPM Configuration I/O Emulation Virtual Commissioning Control System Design Connectivity to: Control Logic • Process Models • Geometry Models Controller Code • Simulations Controller Emulation C ll l i • Mgmt & Integration HMI Configuration etc. Standards, Libraries Tools Standards Libraries, Tools, Interoperability, etc. Are Needed 15 © ARC Advisory Group
  • 14. Virtual Production Systems 16 © ARC Advisory Group
  • 15. Virtual Production System Extend Digital Mfg to Operations Virtual Physical Design Production Production Systems System System Execution & Visibility S/W Interface • Performance Deviations • Optimization • Process Improvements • Diagnose Problems • Problem Resolution • Operator Training • Alternate Designs • Maintenance Activity Modeling • etc • etc Product Data Process Data Product Data Process Data Metrology Faults Metrology Faults Quality Throughput Quality Throughput Inspection Shift Data Inspection Shift Data Signoffs CAPA Signoffs CAPA Etc. Etc. Etc. Etc. Asset Data Material Data Asset Data Material Data Maintenance Supplier Quality Maintenance Supplier Quality Cycle Count Inventory Levels Cycle Count Inventory Levels Etc. Rejections Etc. Rejections NCR NCR Etc. Etc. Virtual Results (As- Actual Manufacturing Designed & Simulated) Results & As-Built 17 © ARC Advisory Group
  • 16. DM, CDA, and VPS Model-Based Development & Operation of Production Systems Product Lifecycle Physical Production DESIGN BUILD OPERATE System Production System Concept & Design Validation and Simulation Enables Validation and Problem-Solving Continuous Optimization through Start-up Improvement Virtual Production System Digital Manufacturing (DM) DEVELOP & USE USE & REFINE USE & EXTEND Virtual Models Virtual Models Virtual Models Collaborative Digital Automation Digital Manufacturing and CDA (CDA) • Steady State Design • Virtual Commissioning • Performance Deviations • Dynamic Simulation D i Si l ti • Diagnose Problems Di P bl • Optimization O ti i ti • Design Optimization • Process/System Validation • Diagnose Problems • etc • Operator Training • Operator Training • etc • Maintenance Activity Modeling • etc 18 © ARC Advisory Group
  • 17. Issues Faced by Users There are lots of different pieces involved, it’s hard to know how to proceed p How do I get to the point where I can re-use things - such as models and control code – for equipment that I use frequently? eque y What will we encounter when we start down this road? What don’t we know? Integration and Interoperability What are the costs? What are the benefits? Etc. 19 © ARC Advisory Group
  • 18. Issues Faced by Suppliers How to persuade manufacturers to try CDA apps • Seems complicated, risky, and costly complicated risky • Who drives buying decision? How do I justify creating device models and solution components? t ? • Is the market ready? • Can I afford NOT to participate at this stage - will that effectively cede the market to others and negatively impact my automation business? Etc. 20 © ARC Advisory Group
  • 19. Summary: Key Points Digital Manufacturing is becoming more important in creating competitive advantage g p g ARC advocates extending Digital Manufacturing to the Operating phase (Virtual Production System) Collaborative Digital Automation (CDA) unlocks the true potential of Digital Manufacturing Digital Digital PROCESS Models Manufacturing & Production Digital Collaborative GEOMETRY Digital (3D) Automation CDA Digital BEHAVIOR Models 21 © ARC Advisory Group
  • 20. Digital Manufacturing With CDA Helps Create Competitive Advantage Enterprise Products Equipment Processes Engineering Operations Digital Mfg Digital Automation Collaborative Solutions for Digital Automation are Beginning to Emerge 22 © ARC Advisory Group
  • 21. Thank You For more information, contact the author at ggorbach@arcweb.com or visit our web pages at www.arcweb.com www arcweb com 23 © ARC Advisory Group