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Simulation Modeling

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System Dynamics Modeling

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A method for studying and managing complex feedback systems, such as those found in business or ecosystems, characterized by interdependent variables and regulated by feedback loops.

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Queueing Theory

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A mathematical study of waiting lines, or queues, using models to predict queue lengths and waiting times, commonly applied in operations management and telecommunications.

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Monte Carlo Simulation

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A computational algorithm that relies on repeated random sampling to obtain numerical results, typically used to model complex systems and evaluate risk in various fields such as finance, engineering, and research.

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Continuous Simulation

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A simulation model where the state variables change continuously over time, and the system's equations are typically solved using numerical methods; applicable in fields like climate modeling or flight simulation.

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Discrete-Event Simulation (DES)

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A simulation paradigm where the state of the system changes at discrete points in time, triggered by events; commonly used in operations research and manufacturing.

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Stochastic Simulation

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Simulation techniques incorporating randomness and probabilistic elements to model systems that are inherently uncertain, often through random variables and processes.

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Scenario Analysis

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A methodology used to explore and evaluate the potential outcomes of different decisions by considering various alternative future events or scenarios, often used in strategic planning.

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Warm-Up Period

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In simulation, this refers to the initial phase where transient behaviors may occur before the system reaches steady-state performance; simulation results are often collected after this period.

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Cellular Automata

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A discrete model consisting of a grid of cells, each in one of a finite number of states, which evolves through a number of discrete time steps according to a set of rules based on the states of neighboring cells.

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Experimentation and What-If Analysis

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Using simulation models to test the effects of changes in input variables on the output, which can help in exploring different hypotheses or policy decisions.

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Output Analysis

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The process of interpreting the data produced by a simulation, including techniques such as statistical inference to estimate model performance and reliability.

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Agent-Based Modeling

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A class of computational models for simulating actions and interactions of autonomous agents, with the aim of assessing their effects on the system as a whole.

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Sensitivity Analysis

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A technique used to determine how different values of an independent variable will impact a particular dependent variable under a given set of assumptions; crucial in validating simulation models.

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Input Modeling

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The process of selecting a probability distribution to model random input variables in a simulation; this is a key step in ensuring simulation accuracy and credibility.

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Verification and Validation (V&V)

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The process of ensuring that a simulation model's implementation is correct (verification) and that the model accurately represents the real-world system (validation).

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