Holdings: The big book of simulation modeling

The big book of simulation modeling: multimethod modeling with AnyLogic 6

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Bibliographic Details
Main Author:	Borshchev, Andrei (Author)
Format:	Book
Language:	English
Published:	[Lisle, Ill.] AnyLogic North America [2013]
Subjects:	Simulation Modellierung
Online Access:	Inhaltsverzeichnis Klappentext
Physical Description:	612 Seiten Illustrationen, Diagramme, Karten
ISBN:	0989573176 9780989573177

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adam_text	Contents Contents CHAPTER 1. MODELING AND SIMULATION MODELING ..............................................25 1.1. Types of models .................................................................................................26 1.2. Analytical vs. Simulation modeling ...................................................................27 The limits of analytical modeling: queuing theory ..................................................29 Advantages of simulation modeling ........................................................................34 1.3. Applications of simulation modeling. Level of abstraction. Methods ................34 CHAPTER 2. THE THREE METHODS IN SIMULATION MODELING ..................................37 2.1. System dynamics ...............................................................................................38 Example 2.1: New product diffusion ........................................................................39 Underlying mathematics and simulation engine .....................................................44 Abstraction level ......................................................................................................44 Software tools ..........................................................................................................45 2.2. Discrete event modeling ....................................................................................45 Example 2.2: Bank ...................................................................................................46 Abstraction level ......................................................................................................47 Underlying mathematics and simulation engine .....................................................48 Software tools ..........................................................................................................49 2.3. Agent based modeling .......................................................................................49 Example 2.3: Agent based epidemic model .............................................................50 Abstraction level ......................................................................................................54 For those who have read books and papers on agent based modeling ..................54 Underlying mathematics and simulation engine .....................................................55 Software tools ..........................................................................................................55 CHAPTER 3. AGENT BASED MODELING. TECHNOLOGY OVERVIEW .............................57 3.1. Who are the agents? .........................................................................................57 Who are the agents in an American automotive market model? ...........................55 3.2. Agent based modeung and object-oriented design .............................................60 00 modeling in AnyLogic. ........................................................................................63 3.3. Time in agent based models ................................................................................67 3.4. Space in agent based models ..............................................................................69 3.5. Discrete space ...................................................................................................71 Example 3.1: Schelling segregation .........................................................................74 Example 3.2: Conwa/s Game of Life .......................................................................76 Example 3.3: Wildfire ..............................................................................................78 10 The Big Book of Simulation Modeling · Multimethod Modeling with AnyLogic 6 Discrete space API ....................................................................................................85 3.6. Continuous 2D and 3D space .............................................................................86 Movement in continuous space ...............................................................................88 Example 3.4: Air defense system ..............................................................................90 Example 3.5: Agent leaving a movement trail .......................................................105 Continuous space API .............................................................................................109 3.7. Networksand links .........................................................................................110 Standard networks ................................................................................................. Ill Example 3.6: Periodic repair of a standard network ..............................................113 Example 3.7: Custom network built using standard connections ..........................116 Fully connected networks .......................................................................................118 Network and layout-related API .............................................................................118 Unidirectional, temporary, and other custom types of links ..................................119 Example 3.8: Kinship modeled using custom links .................................................122 A note on vertical links in hierarchical models .......................................................127 Using ports to connect agents ...............................................................................127 3.8. Communication between agents. Message passing ...........................................128 Synchronous and asynchronous communication ...................................................128 API for message passing ........................................................................................129 Message handling ..................................................................................................131 Other types of inter-agent communication ............................................................131 3.9. dynamic creation and destruction of agents ...................................................132 3.10. Statistics on agent populations ...................................................................134 Example 3.9: Kinship model with standard statistics .............................................134 Example 3.10: Kinship model with dynamic histograms ........................................136 Customized high performance statistics ................................................................138 Example 3.11: Kinship model with customized statistics .......................................139 3.11. Condition-triggered events and TRANsmoNS in agents ..................................140 CHAPTER 4. HOW TO BUILD AGENT BASED MODELS. FIELD SERVICE EXAMPLE ........142 4.1. The problem statement ....................................................................................143 4.2. Phase 1. Can be done on paper ..........................................................................144 Who are the agents? ..............................................................................................144 Equipment unit agent ............................................................................................145 Service crew agent .................................................................................................147 Agent communication. Message sequence diagrams ............................................150 Space and other things shared by all agents .........................................................153 4.3. Phase 2. The model in AnyLogic. The first run ..................................................154 The model structure and the top level object Main ...............................................154 Contents 11 The EquipmentUnit agent ......................................................................................J55 The ServiceCrew agent ..........................................................................................158 Animation ..............................................................................................................159 The first run ...........................................................................................................160 Discussion and next steps ......................................................................................161 4.4. Phase 3. The missing functionality ...................................................................162 Maintenance, age, and failure rate .......................................................................162 Scheduling maintenance. Handling requests of two types ....................................164 Discussion. Code in the model ...............................................................................167 4.5. Phase 4. Model output. Statistics. Costând revenue calculation ....................169 Equipment availability and service crew utilization ..............................................169 Cost and revenue ...................................................................................................174 4.6. Phase 5. Control panel. Running the flight simulator .....................................177 Design of control panel ..........................................................................................177 Changing the number of service crews ..................................................................178 Equipment replacement policy ..............................................................................179 Running the flight simulator ..................................................................................180 4.7. Phase 6. Using the optimizer to find the best solution ......................................182 Preparing the model for optimization ...................................................................182 Setting up the optimization experiment ................................................................183 Optimization run ....................................................................................................185 4.8. Assumptions ...................................................................................................187 4.9. Bonus phase. 3D animation .............................................................................188 4.10. Bonus discussion. Could we model this in discrete event style? ....................191 CHAPTER 5. SYSTEM DYNAMICS AND DYNAMIC SYSTEMS ........................................195 5.1. HOW TO DRAW STOCK AND FLOW DIAGRAMS ...........................................................196 Drawing stocks and flows ......................................................................................196 Drawing variables, dependency links, polarities, and loop types ..........................197 Naming conventions for system dynamics variables .............................................199 Layout of large models. Sectors and shadow variables ......................................199 5.2. Equations .......................................................................................................202 Using Java in SD equations ....................................................................................204 Constant variables and parameters ...................................................................205 Units and unit checking .........................................................................................206 5.3. Example: Population and carrying capacity .....................................................208 Phase 1: Unlimited resources. Positive feedback. Exponential growth .................208 Customizing the dataset collection ........................................................................212 Phase 2: Crowding affects lifetime. Negative feedback. S-shoped growth ...........213 12 The Big Book of Simulation Modeling · Multimethod Modeling with AnyLogic 6 Phase 3: Crowding affects births ............................................................................216 Phase 4: Negative feedback with delay. Overshoot and oscillation .......................218 Specifying units and performing unit checking ......................................................220 5.4. Other types of experiments. Interactive games .................................................221 Example 5.1: New product diffusion - compare runs .............................................221 Example 5.2: New product diffusion - sensitivity analysis ......................................224 Example 5.3: Epidemic model - calibration ...........................................................225 Example 5.4: Epidemic model - instant charts .......................................................229 Example 5.5: Stock management game .................................................................232 5.5. Exporting the model and publish ing it on the web ............................................237 CHAPTER 6. MULTI-METHOD MODELING ..................................................................240 6.1. Architectures ..................................................................................................241 The choice of model architecture and methods .....................................................243 6.2. Technical aspect of combining modeling methods ............................................244 Examples 5.1 - 5.21: Combining modeling methods ..............................................244 System dynamics -> discrete elements ...................................................................244 Discrete elements -> system dynamics ...................................................................246 Agent based <-> discrete event ..............................................................................253 Referencing model elements located in different active objects ...........................257 The simulation performance of multi-method models ...........................................259 6.3. Examples .........................................................................................................259 Example 6.22: Epidemic and clinic .........................................................................259 Example 6.23: Consumer market and supply chain ...............................................267 Example 6.24: Product portfolio and investment policy ........................................272 6.4. Discussion .......................................................................................................285 CHAPTER 7. DESIGNING STATE-BASED BEHAVIOR: STATECHARTS............................287 7.1. What is a statechart? ......................................................................................287 Example 7.1: A laptop running on a battery ..........................................................287 How do Statecharts differ from action charts and flowcharts? .............................288 7.2. Drawing statecharts .......................................................................................289 Simple states ..........................................................................................................290 Transitions ..............................................................................................................290 Statechart entry point ............................................................................................291 Composite states ....................................................................................................292 History state ...........................................................................................................293 Final state ...............................................................................................................294 7.3. State transitions: triggers, guards, and actions ..............................................294 Contents 13 Which transitions are active? ................................................................................294 Trigger types ..........................................................................................................295 Timeout expressions ..............................................................................................296 Transitions triggered by messages ........................................................................297 Sending messages to a Statechart.........................................................................299 Guards of transitions .............................................................................................300 Transitions with branches ......................................................................................301 Internal transitions ................................................................................................302 Order of action execution ......................................................................................303 Synchronous vs. asynchronous transitions ............................................................304 7.4. Statechart-related API ...................................................................................306 7.5. Viewing and debugging the statecharts at runtime .........................................307 7.6. Statecharts for people s lives and behavior .....................................................308 Example 7.2: Ufe phases ........................................................................................308 Example 7.3: Adoption and diffusion .....................................................................309 Example 7.4: Disease diffusion ..............................................................................310 Example 7.5: Purchase behavior with a choice of two competing products .........311 7.7. Statecharts for physical objects ......................................................................313 Example 7.6: Generic resource with breakdowns and repairs ...............................313 Example 7.7: Delivery truck ...................................................................................314 Example 7.8: Aircraft maintenance checks ............................................................314 7.8. Statecharts for products and projects ...........................................................316 Example 7.9: Product life cycle, including NPD......................................................316 Example 7.10: Pharmaceutical NPD pipeline .........................................................318 7.9. Statecharts for timing ....................................................................................319 Example 7.11: Statechart for shop working hours. ................................................319 CHAPTER 8. DISCRETE EVENTS AND EVENT MODEL OBJECT ......................................321 8.1. Discrete events ...............................................................................................321 The terminology. ....................................................................................................321 Discrete events: approximation of real world continuous processes ....................321 Discrete event management inside AnyLogic engine ............................................323 8.2. EVENT -ТНЕ SIMPLEST LOW LEVEL MODEL OBJECT ....................................................324 Example 8.1: Event writes to the model log every time unit .................................326 Example 8.2: Event generates new agents ............................................................328 Events triggered by a condition .............................................................................329 Example 8.3: Event waits on a stock reaching a certain levei ...............................330 Example 8.4: Automatic shutdown after a period of inactivity .............................331 Exampie 8.5: Event slows down the simulation on a particular date ....................333 14 The Big Book of Simulation Modeling · Multimethod Modeling with AnyLogic 6 Event API ................................................................................................................334 8.3. Dynamic events ................................................................................................335 Example 8.6: Product delivery ................................................................................336 API related to dynamic events ...............................................................................338 CHAPTER 9. RAILS AND TRAINS .................................................................................340 9.1. Defining the rail topology ...............................................................................341 Example 9.1: A very simple rail yard ......................................................................342 3D animation of rail yards ......................................................................................345 Creating rail yards programmatically ....................................................................345 Example 9.2: Creating a rail yard by code ..............................................................346 Java class Track ......................................................................................................347 Java class Switch ....................................................................................................349 9.2. Defining the operation logic of the rail model .................................................350 Example 9.3: Train stop ..........................................................................................352 Example 9.4: Ensuring safe movement of trains ....................................................357 Example 9.5: Simple classification yard .................................................................363 Example 9.6: Airport shuttle train (featuring AnyLogic Pedestrian Library) ..........372 Java class Train (subclass of Entity) .......................................................................375 Java class RailCar ...................................................................................................377 CHAPTER 10. JAVA FOR ANYLOGIC USERS ................................................................380 10.1. Primitive data types .....................................................................................381 10.2. Classes ........................................................................................................382 Class as grouping of data and methods. Objects as instances of class ..................382 Inheritance. Subclass and super class ....................................................................383 Classes and objects in AnyLogic models .................................................................385 10.3. Variables (local variables and class fields) ..................................................387 Local (temporary) variables ...................................................................................387 Class variables (fields) ............................................................................................388 10.4. Functions (methods) ...................................................................................389 Standard and system functions ..............................................................................390 Functions of the model elements ...........................................................................392 Defining your own function ....................................................................................394 10.5. Expressions ..................................................................................................396 Arithmetic expressions ...........................................................................................396 Relations and equality. ...........................................................................................398 Logical expressions .................................................................................................398 String expressions ..................................................................................................399 Contents 15 Conditional operator ?:..........................................................................................400 10.6. JAVA ARRAYS AND COLLECTIONS ........................................................................400 Arrays ....................................................................................................................401 Collections .............................................................................................................403 Replicated active objects are collections too .........................................................407 10.7. Naming conventions ...................................................................................408 10.8. Statements .................................................................................................410 Variable declaration ..............................................................................................411 Function call. ..........................................................................................................412 Assignment ............................................................................................................412 If-then-else .............................................................................................................413 Switch ....................................................................................................................414 For loop ..................................................................................................................415 While loop ..............................................................................................................416 Block (...) and indentation ......................................................................................417 Return statement ..................................................................................................418 Comments ..............................................................................................................419 10.9. Where am I and how do I getto...? ..............................................................421 10.10. Viewing Java code generated by AnyLogic ....................................................423 10.11. Creating your Java classes within AnyLogic model ......................................425 Inner classes ..........................................................................................................428 10.12. Linking external Java modules {JAR files) ....................................................429 CHAPTER 11. EXCHANGING DATA WITH EXTERNAL WORLD .....................................430 11.1. TEXT FILES .....................................................................................................431 Example 11.1: Using text file as a log ....................................................................432 Example 11.2: Reading table function f гот a text file ..........................................433 Example 11.3: Reading agent parameters from a CSV file ....................................435 11.2. Excel spreadsheets ......................................................................................437 Example 11.4: Reading data of various types f rom fixed cells in Excel. .................439 Example 11.5: Reading model parameters from Excel using Java reflection ........441 Example 11.6: Displaying the model output as a chart in Excel ............................443 11.3. Databases ...................................................................................................446 SQL queries ............................................................................................................445 AnyLogic database connectivity objects ................................................................451 Example 11.7: Loading data from a database and using ResultSet ......................453 Example 11.8: Creating agent populations parameterized from a database ........455 Example 11.9: Dumping simulation output into a database table ........................459 Example 11.10: Using prepared statement when writing to databases ...............462 16 The Big Book of Simulation Modeling · Multimethod Modeling with AnyLogic 6 11.4. Working with the cupboard ........................................................................464 Example 11.11: Working with clipboard ................................................................464 11.5. Standard output, the model log, and command line arguments ..................466 CHAPTER 12. PRESENTATION AND ANIMATION: WORKING WITH SHAPES, GROUPS, COLORS ....................................................................................................................468 12.1. Drawing and editing shapes .........................................................................469 Polylines and curves ...............................................................................................470 Arcs ........................................................................................................................471 Text ........................................................................................................................471 Images ....................................................................................................................472 Z-Order ...................................................................................................................474 Selecting hidden shapes .........................................................................................475 Coordinates and the grid. .......................................................................................476 Copying shapes ......................................................................................................477 Locking shapes - preventing selection by mouse ...................................................477 General properties of graphical shapes .................................................................478 Advanced properties of graphical shapes ..............................................................479 12.2. Grouping shapes ..........................................................................................480 3D Groups ..............................................................................................................485 Working with the group contents dynamically using API ......................................485 On draw extension point - execute custom code on each frame ...........................486 Groups in the project tree ......................................................................................486 Top level groups for active object presentation and icon ......................................487 12.3. Animation principles. Dynamic properties of shapes ......................................487 Dynamic properties of shapes ................................................................................488 Example 12.1: Commodity price change animation ...............................................489 Example 12.2: Elevator doors animation ...............................................................491 Example 12.3: Stock of money animation ..............................................................493 Example 12.4: Missile attack animation ................................................................495 Animation f rames................................................................................................... 497 12.4. Repucated shapes .........................................................................................498 Example 12.5: Drawing seats in a movie theater. ..................................................499 Example 12.6: Selling seats in the movie theater. ..................................................501 Example 12.7: Drawing a flower ............................................................................502 Example 12.8: Product portfolio bubble chart (BCG chart) ....................................504 12.5. Shapes API ..................................................................................................507 Example 12.9: Using color to show the current state of a statechart ....................507 Example 12.10: Show/hide a callout ......................................................................508 Contents 17 Example 12.11: Read graphics from a text file ......................................................510 Example 12.12: Find all red circles .........................................................................512 Example 12.13: Resize the red circles ....................................................................513 API of non-persistent shapes .................................................................................514 AnyLogicJava class hierarchy for shapes ..............................................................514 12.6. Colors and textu res ....................................................................................514 Example 12.14: Choosing appropriate colors for an arbitrary number of objects. 516 Transparency .........................................................................................................517 Example 12.15: Using transparency to show coverage zone ................................517 Example 12.16: Show population density using color interpolation ......................518 CHAPTER 13. DESIGNING INTERACTIVE MODELS: USING CONTROLS ........................521 Example 13.1: Slider linked to a model parameter. ...............................................522 Example 13.2: Buttons changing the parameter value .........................................523 Example 13.3: Edit box linked to a parameter of embedded object ......................525 Example 13.4: Radio buttons changing the view mode .........................................526 Example 13.5: Combo box controlling the simulation speed .................................527 Example 13.6: File chooser for text files ................................................................529 Indivisibility of control actions and model events ..................................................530 13.1. Dynamic properties of controls ..................................................................530 Example 13.7: Radio buttons enabling/disabling other controls ...........................530 Example 13.8: Keeping controls in the top left corner of the window ...................531 Example 13.9: Replicated button ...........................................................................532 13.2. CONTROLS1 API ..............................................................................................533 13.3. Handung mouse clicks ................................................................................534 Example 13.10: Hyperlink menu to navigate between view areas .......................535 Example 13.11: Creating dots at the click coordinates ..........................................536 Example 13.12: Catching mouse clicks anywhere on the canvas ..........................537 CHAPTER 14. 3D ANIMATION ...................................................................................539 Example 14.1: A very simple model with 3D animation ........................................540 14.1. Primitive 3D shapes .....................................................................................542 14.2. 3D GROUPS AND ROTATION ..............................................................................545 Example 14.2: Rotation in 3D -a sign on two posts .............................................545 Example 14.3: Bridge crane 3D..............................................................................546 14.3. Standard and imported 3D graphics ............................................................549 Using standard 3D graphics ...................................................................................549 Using external 3D graphics ....................................................................................550 14.4. Hierarchical 3D animations. Embedded 3D presentation ..............................551 18 The Big Book of Simulation Modeling - Multimethod Modeling with AnyLogic 6 14.5. 3D Windows ................................................................................................552 Navigation in the 3D scene at runtime ..................................................................552 Multiple 3D views ...................................................................................................553 14.6. Cameras ......................................................................................................554 Example 14.4: A very simple model with multiple 3D windows and cameras .......554 Example 14.5: Camera on a moving object ............................................................556 14.7. LIGHTS ..........................................................................................................559 Example 14.6: Examples of Lights in 3D Scene .......................................................561 CHAPTER 15. RANDOMNESS IN ANYLOGIC MODELS .................................................565 15.1. Probability distributions ..............................................................................565 Probability distribution functions ...........................................................................567 Distribution fitting ..................................................................................................570 Custom (empirical) distributions ............................................................................570 15.2. Sources of randomness in the model ...........................................................573 Randomness in process models ..............................................................................574 Randomness in agent based models ......................................................................576 Example 15.1: Agents randomly distributed within afreeform area .....................578 Example 15.2: Agents randomly distributed over a finite set of locations .............579 Randomness in system dynamics models ..............................................................581 Example 15.3: Stock price fluctuations in a system dynamics model. ....................581 Randomness in AnyLogic simulation engine ..........................................................582 15.3. Random number generators. Reproducible and unique experiments .............583 Random number generators ..................................................................................583 The seed. Reproducible and unique experiments ...................................................585 Example 15.4: Reproducible experiment with a stochastic process model ............585 CHAPTER 16. MODEL TIME, DATE AND CALENDAR. VIRTUAL AND REAL TIME ..........589 16.1. THE MODEL TIME ............................................................................................589 Time units ...............................................................................................................590 Developing models independent of time unit settings ...........................................591 16.2. DATE AND CALENDAR .......................................................................................592 Finding out the current date, day of week, hour of day, etc. .................................594 Constructing dates. Converting the model date to the model time and vice versa595 Specifying timeouts and delays in days, months, years .........................................596 16.3. Virtual and real-time execution modes ........................................................597 Execution mode API ................................................................................................599 REFERENCES .............................................................................................................601 Contents 19 INDEX.......................................................................................................................60S ABOUT THE AUTHOR Dr. Andrei Borsbchev is the CEO and co-founder of The Any Logic Company, a leading provider of dynamic simulation tools, technologies, and consulting services for business applications, and is personally recognized as one of the world s top experts in Agent Based and multimethod simulation modeling. Since 1998, Dr. Borshchev has been leading the development of Any Logic software enabling it to be considered the corporate standard for simulation in over 500 organizations worldwide. He has conducted hundreds of lectures, seminars, and training sessions on simulation modeling and AnyLogic in the USA, Canada, Europe, Russia, Australia, China, Korea, Japan, and South Africa, and has also led numerous simulation based consulting projects across multiple markets including logistics, transportation, supply chains, defense, healthcare, manufacturing, and consumer market analysis. ABOUT THE BOOK This is a practical guide to building simulation modełs. It explains how to choose the right constructs of the modeling language to create a representation of a real world system that is suitable for risk-free dynamic experiments. And this is the only book that comprehensively presents all three methods, or paradigms, in simulation modeling: Agent Based, System Dynamics, and Discrete Event. The book is based on the modeling languages supported by AnyLogic, the software tool that enables a modeler to utilize all three methods and to combine thorn hi a single model. Written by the creator of the software, this book is the most in-depth information resource on AnyLogic and muttimethod modeling that currently exists. It covers topics from building simple Agent Based models with state charts, to designing interactive 3D animations, to developing data exchange with external programs. With over 10O hands-on, step-by-step examples with different lévete of complexity and various application areas, this book is extremely useful to both simulation professionals and students learning simulation modeling.
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id	DE-604.BV041618611
illustrated	Illustrated
indexdate	2024-07-10T01:01:01Z
institution	BVB
isbn	0989573176 9780989573177
language	English
oai_aleph_id	oai:aleph.bib-bvb.de:BVB01-027059697
oclc_num	870171798
open_access_boolean
owner	DE-703 DE-91G DE-BY-TUM DE-91 DE-BY-TUM DE-M347 DE-1051 DE-473 DE-BY-UBG DE-29T DE-1050
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physical	612 Seiten Illustrationen, Diagramme, Karten
publishDate	2013
publishDateSearch	2013
publishDateSort	2013
publisher	AnyLogic North America
record_format	marc
spelling	Borshchev, Andrei Verfasser (DE-588)1047576244 aut The big book of simulation modeling multimethod modeling with AnyLogic 6 Andrei Borshchev [Lisle, Ill.] AnyLogic North America [2013] 612 Seiten Illustrationen, Diagramme, Karten txt rdacontent n rdamedia nc rdacarrier Simulation (DE-588)4055072-2 gnd rswk-swf Modellierung (DE-588)4170297-9 gnd rswk-swf Modellierung (DE-588)4170297-9 s Simulation (DE-588)4055072-2 s DE-604 Digitalisierung UB Bayreuth - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027059697&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Bayreuth - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027059697&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext
spellingShingle	Borshchev, Andrei The big book of simulation modeling multimethod modeling with AnyLogic 6 Simulation (DE-588)4055072-2 gnd Modellierung (DE-588)4170297-9 gnd
subject_GND	(DE-588)4055072-2 (DE-588)4170297-9
title	The big book of simulation modeling multimethod modeling with AnyLogic 6
title_auth	The big book of simulation modeling multimethod modeling with AnyLogic 6
title_exact_search	The big book of simulation modeling multimethod modeling with AnyLogic 6
title_full	The big book of simulation modeling multimethod modeling with AnyLogic 6 Andrei Borshchev
title_fullStr	The big book of simulation modeling multimethod modeling with AnyLogic 6 Andrei Borshchev
title_full_unstemmed	The big book of simulation modeling multimethod modeling with AnyLogic 6 Andrei Borshchev
title_short	The big book of simulation modeling
title_sort	the big book of simulation modeling multimethod modeling with anylogic 6
title_sub	multimethod modeling with AnyLogic 6
topic	Simulation (DE-588)4055072-2 gnd Modellierung (DE-588)4170297-9 gnd
topic_facet	Simulation Modellierung
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027059697&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027059697&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
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