Title: Emergency Training Simulation Design
 1Emergency Training Simulation Design
Art Hendela President, Hendela System 
Consultants, Inc. www.hendela.com art.hendela_at_hend
ela.com Mihai Moldovan New Jersey Institute of 
Technology
  2Uses of Games and Simulators
- Teaching - principles, methods, skills, 
 supplementary material
- Training  allow dress rehearsals with easy reset 
- Operations  explore, test, and plan operational 
 parameters
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 3Uses of Games and Simulators - Continued
- Research  hypothesis testing 
- Therapy  behavioral testing, evaluation, and 
 drug treatment
- Entertainment  have fun and relax (sounds 
 good! )
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 4Basic Design Philosophies
-  According to Gartner Groups Clark Aldrich 
 (2001)
- Use Authentic Scenarios 
- Force quick decisions 
- Provide lots of options 
- Repetition and choices help it sink in 
- Customize to the culture 
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 5Metaphors  the basis for learning events
- Use the 3 C model to help develop your metaphors 
- Create 
- Connect 
- Combine
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 6Special Purpose Simulators Defined
- Custom built tool by an experienced model builder 
- Uses a data driven model of a specific system 
- The user is allowed to modify model parameters in 
 order to run tests and get his/her results
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 7Simulation Language History
- Fortran  The mother of all mathematical modeling 
 languages (1956)
- Algol  influenced Cs development (1960) 
- GPSS  IBMs General Purpose System Simulator 
 (1961)
- Dynamo  used first for USAF logistics 
- APL  A Programming Language  all mathematical 
 symbols.
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 8Simulation Language  Microsaint
- Developed for modeling human-based complex 
 systems
- Used for analysis of resource utilization, 
 maintenance procedures, military personnel
 performance
- Utilizes the Task Network Model to answer what if 
 questions
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 9MicroSaint Application-Human Factors
- Simulation is new to Human Factors/Ergonomic 
 studies
- Used by industry and the military to find optimal 
 work teams
- Helped design Armys Comanche Helicopter
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 10Simulation Design High Level Architecture
- Former simulations used Monolithic design 
 techniques to create one large model
- High Level Architecture (HLA) is used for newer 
 distributed simulations comprised of sub-models
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 11High Level Architecture  Traffic Flow Example
Traffic Light Models
Traffic Management System
Visualization
Simulation Cars
Simulation Pedestrians
Simulation Traffic Lights
Runtime Infrastructure (RTI)
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 12Simulation Application-Healthcare for the poor
- Partnership of Immunization Providers (PIP) used 
 three steps to create simulation to improve
 clinic performance
- Create Workflow data acquisition tool 
- Break data into functional relationships 
- Create simulation model of ideal operation 
- Input is made simple for the staff 
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 13Simulation Application-Healthcare for the poor 2
- Five key areas are identified 
- Check-in, 
- Waiting Room/pre exam 
- Exam 
- Check-out and Charting 
- Post-checkout 
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 14Simulation Application  Satellite Terminal 
Control
- Simulation of a direct control of satellite 
 ground terminal
- Runs on WIN NT-based laptop 
- Employed with 3rd party tools, packages and 
 components
- Designed to simulate one control terminal
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 15Simulation Application  Railroad 
- TRAINSET is a real-time railroad simulator 
- Designed with layout editor, state display, 
 control programs
- Automatic Control Interface (ACI) establishes the 
 connection
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 16Simulation Application  Simulated Fire
- Virtual Environment allows safe recreation of 
 scenarios.
- Building designs are evaluated from the viewpoint 
 of fire safety
- 3-D designs allow for the ability to 
 walk-through the building.
- Integrates NISTs Consolidated Model of Fire and 
 Smoke Transport (CFAST) with Berkeley
 Architectural Walkthrough (Walkthru).
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 17Simulated Fire  CFAST Design
- Environment composed of 
- Rectilinear 3-D regions called volumes 
- Interconnection portals called vents 
- Differential equations are solved to create the 
 flow and exchange of gases between the volumes
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 18Simulated Fire  Walkthru Design
- Walkthru adds properties and objects not found in 
 the basic CFAST simulation. These include
- Wall Specifications such as thickness and 
 material
- Furniture characteristics such as mass, 
 materials, chemistry, and combustion details.
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 19Simulation Application  Submarine Combat
Threats/ Targets
Mission Requirements
Info Processing
Decision Functions
Action Systems
Sensors
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 20Simulation Application  Multiprocessor 
Applications
- S3E2S  CAD environment for specification, 
 simulation, and synthesis of embedded electronic
 systems
- Combines analog parts, digital hardware, and 
 software.
- Mixes control dominated and data dominated 
 behavior of electronic devices
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 21Simulation Application  Power Generation
- Interest in power grid simulation high in light 
 of potential black outs and terrorist threats
- STAR used for a variety of power generation 
 simulation
- Electrical Grid 
- Electrical Generator 
- Steam Turbine 
- High Voltage Regulation
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 22Simulation Application  Hospital Emergency 
Command System
- Four areas in which the system needs to provide 
 control and mobilization communications,
 personnel, equipment and mobility
- Five phases in a hospital emergency detect, 
 dispatch, deploy, deliver and disperse
- Simulation program has been prepared in a modular 
 manner
- Results showed improvements in emergency response 
 time when using the system
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 23Simulation Application  Design of a Submarine 
Voyage Training Simulator
- The simulator consists of three parts Operation 
 Panel, Display Panel and Interface Cabinet
- System modeling  motion modeling and navigation 
 devices modeling
- Complex software design  differential equations, 
 database management, 3D animation, PID
 controller, real-time communication
- Results showed that simulator could describe the 
 regulation of submarine movement and maneuvering
 correctly and completely
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 24Simulation Application  Inflight Software 
Simulation of the Harpoon Missile
- Harpoon missile  anti-ship missile that can be 
 launched from submarines, surface ships and
 aircrafts
- Built by McDonnell Douglas Astronautics 
 Corporation
- HACLCS  Harpoon Aircraft Command and Launch 
 System
- Two modes for launch  computer and line-of sight
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 25Simulation Application  Inflight Software 
Simulation of the Harpoon Missile 2
- Two launching modes  normal and abnormal 
- Simulation function provides the operator with 
 the capability to simulate selection and release
 of missiles
- Simulation capabilities include initialization 
 controlling and operating conditions, selection
 simulation, tableau update simulation, aim point
 update simulation, MGU update simulation, FTP
 update simulation, release simulation
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 26Simulation  Transaction Cycle of Agents and 
Web-based Gaming Simulation for International 
Emissions Trading
- ASIA  agent-based Java framework (Artificial 
 Society with Interacting Agents)
- Layered structure  application layer, social 
 layer, agent layer, Java virtual machine
- Greenhouse gas emission trading simulation 
- Web applications for gaming 
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 27Simulation  An Environment Simulator for the 
FDNY Computer Aided Dispatch System
- MICS System  Management and Information Control 
 System
- Environmental simulator  an integral part of the 
 MICS
- Six modes of operation alarm receipt, decision 
 dispatch, display/fallback, notification, status
 monitoring and management
- Results showed that the required performance of 
 the MICS system was more than adequately met
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 28Simulation  Simulation Study of a Hospital 
Automated Materials Handling System
- ACT  Automated Cart Transport system  to be 
 implemented in the hospital
- There is a need for studying a number of issues 
 manpower requirements, number of needed
 transporters, interfacing with other personnel
 using the system, scheduling
- A simulation is the best way to analyze all these 
 factors
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 29Simulation  Simulation Study of a Hospital 
Automated Materials Handling System 2
- Two modeling concepts 
- Breaking down the system activities into 
 identifiable event elements
- Use a dynamically changing list of future events 
- WIDES  Wisconsin Discrete Event Simulator 
- The system had four main components  the 
 database, the scheduler, the simulation program
 and the output
- Conclusion  a feasible schedule of deliveries 
 has NOT been achieved
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 30Simulation  Modeling with the Microsaint 
Simulation Package
- Microsaint  a discrete-event simulation software 
 package for building models that simulate
 real-life processes
- Model development 
- Task timing information 
- Conditions for execution 
- Beginning/ending effects 
- Task sequencing 
- Used successfully in the manufacturing industry 
 and in the health care industry
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 31Simulation  Simulation Interoperability with the 
Microsaint Simulation Software and COM Services
- COM services developed as a new feature for 
 Microsaint
- COM services allow communication between 
 Microsaint and other software applications
- Examples of COM Services application 
- Course of Action Training Tool (CATT) 
- Combat Automation Requirements Testbed (CART)
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 32Simulation  Perspectives on Simulation using GPSS
- GPSS  General Purpose Simulation System  a 
 popular simulation modeling language
- Offers a rich set of semantics and yet it is 
 sparse in syntax
- GPSS is a multi-vendor language 
- Some versions provide built-in graphic and 
 animation features
- Some languages have GPSS embedded
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 33Simulation  Perspectives on Simulation using 
GPSS 2
- Five misconceptions about GPSS 
- GPSS is inherently slow 
- To do anything sophisticated in GPSS, HELP blocks 
 must be used to combine GPSS models with FORTRAN
 routines
- GPSS is trivial to learn 
- Modeling difficulties arise more frequently due 
 to language shortcomings than due to lack of
 modeler expertise
- GPSS is batch oriented
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 34Simulation  Medical Education as a Model for 
Simulation Education
- Two models of simulation application  research 
 model and practice model
- Parallel between medical education and simulation 
 education
- Curriculum proposal 
- Basic course work  mathematics, statistics, 
 probability, stochastic models, optimization and
 simulation modeling
- Additional coursework  accounting, business 
 management, marketing, logistics, Info Systems
 management, computing, communication and
 technical writing
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 35Simulation  A Microcomputer Based Simulation 
Model for a Military Scheduling Application
- Study tries to determine the manpower 
 requirements for an army orders processing
 operation
- Model development 
- Arrivals 
- Service 
- Queue 
- Results of the simulation model showed that 
 overall processing time can effectively be
 reduced by designing the processing system on the
 basis of the queue size of the orders and the
 number of clerks
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 36Simulation - An Introduction to the Simulation of 
a Multiple CPU Military Communications System
- Design effort to extend the capabilities of 
 Armys operational telecommunication system
- Resulting system  Pentagon Consolidated 
 Telecommunications Center System (PCTCS)
- Extensible Computer System Simulation (ECSS II) 
 language was used to simulate the new PCTCS
 system
- ECSS II was found to be a powerful tool for 
 simulating military message processing systems
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 37Simulation  Barriers to Implementing Simulation 
in Health Care
- Barrier 1  A natural resistance to the 
 unfamiliar
- Rule 1  Get everybodys fingerprints on the 
 knife
- Barrier  2  The industrial time and motion 
 study stigma
- Rule 2  Educate others and avoid the industrial 
 vernacular
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 38Simulation  Barriers to Implementing Simulation 
in Health Care 2
- Barrier  3  The poorly conducted simulation 
 study
- Rule 3  Dont wind your toys too tight 
- Barrier 4  politics, personalities, over 
 confidence, misunderstanding , ambition, poor
 data collection etc.
- Rule 4  Dont build barriers build bridges
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 39Simulation  A Tutorial on Simulation in 
Healthcare Applications and Issues
- Computer simulation models conform both to system 
 structure and to available system data
- Simulation supports experimentation with systems 
 at relatively low cost and little risk
- Variation matters 
- Simulation experiment results conform to unique 
 system requirements for information
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 40Simulation  A Tutorial on Simulation in 
Healthcare Applications and Issues 2
- Simulation application in healthcare can be 
 classified into four categories
- Public policy 
- Patient treatment process 
- Capital expenditure requirements 
- Provider operating policies
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 41Simulation  Internet-based Simulation using 
Off-the-shelf Simulation Tools and HLA
- C not suited for developing simulations 
- HLA  High Level Architecture 
- Requirements imposed on simulation tools by HLA 
 are considerable
- Requirements derived from the HLA programming 
 paradigm
- Requirements derived from being part of a 
 distributed simulation
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 42Simulation  Internet-based Simulation using 
Off-the-shelf Simulation Tools and HLA 2
- Four general solutions for integrating existing 
 simulation tools into HLA
- Re-implementation of the tool with HLA extensions 
- Extension of intermediate code 
- Usage of an external programming interface 
- Coupling via a gateway program
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 43Simulation - Using Simulation to Reduce Length of 
Stay in Emergency Departments
- Object of the study  a medium to large hospital 
 in the southeast
- Simulation software  MedModel 
- 10 steps in the project 
- Identify the process to be simulated 
- Define the goals and objectives of the study 
- Formulate and define model 
- Collect data 
- Build the model
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 44Simulation - Using Simulation to Reduce Length of 
Stay in Emergency Departments 2
- 10 steps in the process (cont) 
- Verify the model 
- Validate the model 
- Set up alternatives for evaluation 
- Run multiple replications on each alterative and 
 evaluate results
- Choose best alternative or combination of 
 alternatives
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 45Simulation  A Review of Web-based Simulation 
Whither we Wander
- New software technologies 
- Java is one of the most promising technologies 
 for web based simulation
- Environments and languages for web based 
 simulation
- Simjava 
- DEVSJAVA 
- JSIM 
- JavaSim 
- JavaGPSS 
- Silk 
- WSE 
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 46Simulation  A Review of Web-based Simulation 
Whither we Wander 2
- Areas of application 
- Manufacturing 
- Education and training 
- Military applications 
- Scientific applications 
- Other applications
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 47Training Application-Healthcare Treatment
- Police are trained to recognize gestures and 
 verbal cues regarding mental illness
- Verbal interaction methods are taught 
- The following are simulated 
- Schizophrenia 
- Paranoia 
- Depression
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 48Healthcare Treatment  Mental Illness Simulator
Language Processor
Virtual Human Visualization Engine
Behavior Engine
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 49Training Application  Multi-ship Air Combat
- Simulation used as inexpensive way to keep skills 
 sharp
- Live flight limited due to security, flight 
 safety, resources, range of flight
- Pilots train in a F-15 cockpit in a 40 foot dome 
 with target projection
- SIMNET implements multi-user design utilizing 
 pilots, weapons controllers, and enemies.
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 50Training Application  Multi-ship Air Combat 2
- Simulation considered better for training 
- Multi-bogey, four or more 
- Reaction to surface to air missiles 
- Employment of electronic countermeasures/counter-c
 ounter measures
- Escort tactics 
- All weather tactics 
- Low altitude tactics 
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 51Training Application  Multi-ship Air Combat 3
- Simulator considered worse for 
- Visual outlook 
- Tactical formation 
- Visual identification 
- Mutual support
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 52Training Application  Virtual Patients
- Virtual human patient developed to train for 
 cardiac emergencies.
- Uses Artificial Intelligence to simulate medical 
 conditions
- Adds 3-D environment to visualize a patient in an 
 emergency room.
- Used to train medical students for cardiac 
 emergencies
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 53Virtual Patients System Design
- Patients appearance varies based on clinical 
 condition
- Emergency room is filled with virtual nurses to 
 execute requests for diagnosis and treatment
- Complementary examination is carried out to aid 
 diagnosis.
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 54Virtual Patients Emotional Design
- Views are provided at user determined angles 
- Animation shows the patients current state 
- Commands carried out by menus or voice commands 
- Environment becomes busier as situations become 
 more critical
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 55Training Application  Tactical Network 
Management
- Communication Network Simulation system (CNS) 
 used for tactical training.
- Operators train in 
- System Configuration 
- Message Response 
- Emergency Situations
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 56Tactical Network Management - Functions
System Admin
Cots and Utility Software
Application Executive
NMT Functions
Soldier/Machine Interface
Network Planning And Engineering
Battlefield Spectrum Mngmt
WAN Management
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 57Training  Measuring the Effectiveness of 
Simulation-Based Training
- Instructional Systems Design (ISD) 
- Analysis of training needs 
- Design of training curriculum 
- Evaluation 
- Development of training curriculum 
- Implementation (delivery) 
- Formulation of an elementary simulation-based 
 training effectiveness measure
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 58Training  Firefighter Command Training Virtual 
Environment
- System consists of three main components 
- Virtual Environment 
- Graphical Command Interface 
- NIST Fire Dynamic Simulator 
- Firefighter control 
- Pathfinding 
- Models and animation 
- Realistic fire and smoke 
- Fire simulation 
- Volume compression 
- Fire and smoke visualization 
- Interactive fire and smoke
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 59Training  Developing and implementing a 
Comprehensive Training and Incentive Program for 
Student Employees in IT
- Employee skills 
- Demographics of student employees 
- Who to look for in interviews 
- Orientation trainings 
- Tools to aid and supplement training 
- Ongoing or long-term training 
- Tracking student progress 
- Making students want to improve
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 60Conclusions  Strategic directions in Distributed 
Simulation
- Systems operations and management 
- Real-time decision making 
- Combat consultant 
- Aircraft navigation 
- Crowd management 
- Persistent virtual worlds 
- Virtual verisimilitude
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 61Conclusions Research Challenges in Distributed 
Simulation
- Human behavior modeling 
- Simulation domain architectures 
- Abundant network bandwidth 
- Practical event management techniques
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 62References
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