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課程名稱 |
環境資料分析與模擬
Environmental Data Analysis and Simulation |
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開課學期 |
109-1 |
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授課對象 |
公共衛生學院 環境與職業健康科學研究所 |
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授課教師 |
邱嘉斌 |
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課號 |
EOHS7049 |
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課程識別碼 |
852 M0490 |
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班次 |
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學分 |
2.0 |
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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 |
星期一8,9(15:30~17:20) |
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上課地點 |
公衛209 |
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備註 |
合開教師：廖合堂。
總人數上限：30人
外系人數限制：5人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1091EOHS7049_ |
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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 |
It provides several multivariate regression techniques to solve the data adopted from environmental problems in this course. At the same time, several models were introduced for students to learn the data generation, treatment, and analysis through package applications and programming. |
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課程目標 |
1. Introduce the source-, receptor-, and trajectory-based models
2. Introduce the advance data analysis and visualization with R
3. Introduce land use regression model for pollution exposure estimates with GIS technique
4. Integrate the students' abilities on model practice, oral presentation, and report writing |
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課程要求 |
At least three times “hand on” were in this class at least. The student should carry their Notebook/Laptop to the hand on class. |
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預期每週課後學習時數 |
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Office Hours |
每週一 10:00~12:00 |
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指定閱讀 |
待補 |
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參考書目 |
Carslaw, D. 2019. The openair manual -- open-source tools for analyzing air pollution data. Manual for version 2.6-5, University of York.
Johnson, R. A., Wichern, D. W., 2007. Applied Multivariate Statistical Analysis, Sixth Edition, Prentice-Hall Inc., New Jersey.
User’s Manuals of CMB7/CMB8, GTx, ISC3, and PMF5. |
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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. |
Hand-on Report |
30% |
10% per report |
2. |
Student presentation |
30% |
About 10 page slides for reading a related journal paper (at least) |
3. |
Final Report |
40% |
Integrate one more skills you learned in this class to the final report with collected or published data |
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週次 |
日期 |
單元主題 |
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第1週 |
9/14 |
Introduction: Data and Simulation
簡介：數據與模擬 |
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第2週 |
9/21 |
Source-based Model: Industrial Source Complex (ISC) Model
源模式：工業源複合模式 (高斯擴散模式) |
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第3週 |
9/28 |
Hands-on: ISC Model Version 2
上機操作：工業源複合模式第二版 |
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第4週 |
10/05 |
Trajectory-based Model: Gaussian Trajectory Transfer-coefficient Modeling System (GTx)/ Web-based NOAA Hybrid Single Particle Lagrangian Integrated Trajectory (HYSPLIT) Model
軌跡模式：高斯軌跡傳遞係數模式/HYSPLIT軌跡模式 |
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第5週 |
10/12 |
Receptor-based Model: Chemical Mass Balance (CMB) Model
受體模式：化學質量平衡模式 |
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第6週 |
10/19 |
Hands-on: CMB Model Version 7/8
上機操作：化學質量平衡模式第七/八版 |
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第7週 |
10/26 |
Receptor-based Model: Principal Component Analysis (PCA) and Positive Matrix Factorization (PMF) [by 廖合堂博士]
受體模式：主成份因子分析法與正矩陣因子化模式 |
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第8週 |
11/02 |
Hands-on: PCA and PMF Model Version 3/5 [by 廖合堂博士]
上機操作：主成份因子分析法及正矩陣因子化模式第三版 |
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第9週 |
11/09 |
Midterm Exam
期中考 (不上課) |
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第10週 |
11/16 |
Student Paper Presentation (I)
學生期刊讀書報告I |
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第11週 |
11/23 |
Advance Data Analysis: Data Visualization with R (I)
進階資料分析：利用R進行資料視覺化 (I) |
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第12週 |
11/30 |
Advance Data Analysis: Data Visualization with R (II)
進階資料分析：利用R進行資料視覺化 (II) |
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第13週 |
12/07 |
GIS Application (I): Land Use Regression Model- Development
地理資訊系統應用(I)：土地利用迴歸模式-模式建立 |
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第14週 |
12/14 |
GIS Application (II): Land Use Regression Model-Prediction地理資訊系統應用(II)：土地利用迴歸模式-模式應用 |
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第15週 |
12/21 |
Advance Data Analysis: Multivariate Statistical Analysis
進階資料分析：多元統計分析 |
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第16週 |
12/28 |
Advance Data Analysis: Dynamic Model Simulation
進階資料分析：動態系統模擬 |
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第17週 |
1/04 |
Final Report: Deadline
總結報告：報告繳交 |
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