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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 |
108-1 |
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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/1081EOHS7049_ |
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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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為確保您我的權利,請尊重智慧財產權及不得非法影印
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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 13:30~15:00 |
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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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指定閱讀 |
Journal list (Category: Environmental Science):
Aerosol and Air Quality Research; Atmospheric Environment; Environmental Health Perspectives; Environmental Science and Technology; Journal of Hazardous Materoals; Science of The Environment
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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% |
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2. |
Paper Presentation |
30% |
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3. |
Final Report |
40% |
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週次 |
日期 |
單元主題 |
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第1週 |
9/09 |
Introduction: Data and Simulation |
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第2週 |
9/16 |
Source-based Model: Industrial Source Complex (ISC) Model |
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第3週 |
9/23 |
2019 ASPPH International Conference |
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第4週 |
9/30 |
Hands-on: ISC Model Version 3 |
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第5週 |
10/07 |
Receptor-based Model: Chemical Mass Balance (CMB) Model |
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第6週 |
10/14 |
Hands-on: CMB Model Version 7/8 |
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第7週 |
10/21 |
Receptor-based Model: Principal Component Analysis (PCA) and Positive Matrix Factorization (PMF)—Dr. Liao HT |
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第8週 |
10/28 |
Hands-on: PMF Model Version 5—Dr. Liao HT |
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第9週 |
11/04 |
Mid-term Exam |
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第10週 |
11/11 |
Student Paper/ Proposal for Final Report Presentation |
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第11週 |
11/18 |
Trajectory-based Model: NCHU Gaussian Trajectory Transfer-coefficient Modeling System (GTx) and Web-based NOAA Hybrid Single Particle Lagrangian Integrated Trajectory (HYSPLIT) Model |
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第12週 |
11/25 |
Advance Data Analysis: Data visualization with R (I) |
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第13週 |
12/02 |
Advance Data Analysis: Data visualization with R (II) |
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第14週 |
12/09 |
GIS Application (I): Land Use Regression Model-Data Collection |
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第15週 |
12/16 |
GIS Application (II): Land Use Regression Model-Development and Prediction |
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第16週 |
12/23 |
Final Report: Group Discussion |
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第17週 |
12/30 |
Final Report: Deadline |
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