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課程名稱 |
地理空間模擬
Geospatial Simulation |
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開課學期 |
111-1 |
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授課對象 |
學程 傳染病學學程 |
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授課教師 |
溫在弘 |
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課號 |
Geog5128 |
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課程識別碼 |
228 U3410 |
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班次 |
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學分 |
3.0 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期四7,8,9(14:20~17:20) |
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上課地點 |
地理305 |
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備註 |
本課程中文授課,使用英文教科書。
總人數上限：20人 |
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課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
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課程大綱
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課程概述 |
Geospatial simulation for human-environmental interactions is emerging as an important and widely used research approach, especially focusing on dynamic nature in time and space, for understanding the changes of social phenomena and assisting in policy-making process. The course introduces students to understand the backgrounds, principles and techniques in the three main components of geospatial simulation, including: (1) core characteristics of geospatial simulation; (2) modeling spatial mobility and adaptive behaviors, and (3) modeling with GIS and network data. The issues of model validation, calibration, and reproducibility of geospatial simulation are also discussed. The agent-based modeling (ABM) software, NetLogo, is used for implementing geospatial process simulation. Experiences in any kind of computer programming is preferred. |
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課程目標 |
The objective of the course is to expose students to the use of computer simulation in the geospatial sciences, especially focusing on dynamics of human behaviors and human - environmental interactions. Students will also learn how to perform computer experiments through agent-based modeling with GIS data for geospatial dynamics. They will learn how to analyze and calibrate the dynamic geographical phenomena and how to criticize simulation studies from the literature. |
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課程要求 |
Labs, weekly assignments, term project report |
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預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
1. Crooks, Malleson, Manley, Heppenstall (2018), Agent-Based Modelling and Geographical Information Systems, SAGE Publications.
2. Romanowska, Wren, Crabtree (2021), Agent-Based Modeling for Archaeology: Simulating the Complexity of Societies, Santa Fe Institute Press. |
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參考書目 |
Steven F. Railsback and Volker Grimm (2019), Agent-Based and Individual-Based Modeling, Princeton University Press.
Uri Wilensky and William Rand (2015), An Introduction to Agent-Based Modeling: Modeling Natural, Social, and Engineered Complex Systems with NetLogo, MIT Press.
David O'Sullivan, George L. W. Perry (2013), Spatial Simulation: Exploring Pattern and Process, John Wiley & Sons, Inc.
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
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1. |
課堂演練 |
20% |
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2. |
每週作業 |
30% |
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3. |
期末報告 |
50% |
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週次 |
日期 |
單元主題 |
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第1週 |
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Course Introduction |
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第2週 |
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What is Agent-based Modeling (ABM) |
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第3週 |
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Agent-based Computation and Artificial Society |
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第4週 |
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Building ABM for Scientific Inquiry |
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第5週 |
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Simulation of Human Dispersal |
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第6週 |
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Simulation of Trading Systems |
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第7週 |
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Simulation of Social Subsistence |
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第8週 |
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* Mid-term Proposal * |
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第9週 |
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Mobility Behaviors (individual vs. population) |
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第10週 |
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Social Exchange and Learning |
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第11週 |
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Game Theory and Evolutionary Dynamics |
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第12週 |
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Modeling with GIS Data: Geospatial Dynamics |
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第13週 |
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Modeling with Graph Data |
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第14週 |
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Experiment Design and Sensitivity Analysis |
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第15週 |
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* Final Report Presentation * |
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第16週 |
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* Final Report Presentation * |
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