
Instructor Introduction
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KAIST 산업및시스템공학과 문일철 교수
KAIST 산업및시스템공학과 교수
KAIST 김재철AI대학원 겸임교수
KAIST 항공우주공학과 겸임교수
KAIST 안보융합연구원 겸임교수
한국인공지능학회 교육이사
Lecture plan
강의
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CHAPTER 1. System Dynamics
- 1-1. Tragedy of the Commons
- 1-2. Casual Loop Diagram
- 1-3. System Archetypes 1
- 1-4. System Archetypes 2
- 1-5. From Causal loop Diagram to System Dynamics
- 1-6. System Dynamics Pattern
- 1-7. System Dynamics for Grass Growth
- Chapter 1. Quiz
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CHAPTER 2. Discrete Event Simulation – Process Oriented View
- 1. Simulation time flow and Finite State Machine
- 2. Petri-Net and its Notations
- 3. Simulation and patterns of Petri-Nets
- 4. Properties and Example of Petri-Net
- Chapter 2. Quiz
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CHAPTER 3. Discrete Event Simulation – Object Oriented View
- 1. Eight Queen problem
- 2. Automaton
- 3. Rule 30
- 4. Formalism of Cellular Automata
- 5, Examples of Cellular Automata
- Chapter 3. Quiz
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CHAPTER 4. Discrete Event Simulation – DEVS Formalism
- 1. Detour
- 2. DEVS Formalism
- 3. DEVS Atomic Model (1)
- 4. DEVS Atomic Model (2)
- 5. DEVS Coupled Model (1)
- 6. DEVS Coupled Model (2)
- Chapter 4. Quiz
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CHAPTER 5. Discrete Event Simulation – Agent-Based Model
- 1. Supply and demand model
- 2. Discussion on Readings
- 3. Complexity and Emergence (1)
- 4. Complexity and Emergence (2)
- 5. Model Registration in Repast
- 6. Basic Structure of Agents
- 7. The Beginning of Complex Models
- 8. Simple Reflex Agent Model
- Chapter 5. Quiz
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★강의 수강 후 의견을 부탁드리겠습니다.★
- 교수님 강의에 대한 별점을 매겨주세요. 여러분의 의견이 많은 도움이 됩니다:D
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오프라인 수업_코드 실습 영상
- Lecture 1
- System Dynamics_1. Causal Loop Diagram and System Dynamics
- System Dynamics_2. System Dynamics Pattern
- System Dynamics_3. Exercise-AnyLogic
- Petri Net
- Cellular Automata
- Agent Based Model
- Simulation Engine
- Advanced Process-Oriented Model
- Statistical Analyses on Virtual Experiments
- Statistical Analyses on Virtual Experiments_SIGMA
- Statistical Analyses on Virtual Experiments_ARENA
- Statistical Analyses on Virtual Experiments_ANYLOGIC
Additional Info
본 강좌는 Python3 를 기반으로 진행되는 강좌 입니다.
기초적인 내용부터 시작하기 때문에, 누구나 수강할 수 있는 강좌입니다.
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