開課系所 | 環工系 | |||
開課學年 | 一百學年度 | |||
開課學期 | 上學期 | |||
課程名稱(中文) | 工程統計 | |||
課程名稱（英文） | Engineering Statistics | |||
課程碼 | F527600 | |||
分班碼 |
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先修科目或先備能力 | 計算機概論 | |||
學分數 | 3 | |||
開課教師 | 張智華 | |||
chihhua@mail.ncku.edu.tw | ||||
電話 | 65826 | |||
Office Hours | 9:00-11:00, 14:00-17:00 | |||
課程概述（中文、英文） | ||||
n 工程領域的觀測或實驗資料常具有不確定性及變異性，需要以統計方法進行科學描述及分析。本課程的第一個目標是介紹一些統計學家基於機率原理及數學方法所發展出來用以處理隨機及不確定性資料的基本統計工具。課程的第二個目標是以實際環境工程與科學上的資料為例，讓同學了解如何以統計方法去收集、整理及分析資料，並在分析結果上做基本的預測及推論。雖然統計方法在環境工程及科學上的運用與其他領域沒有太大差異，但針對環工領域的資料特性，常用的統計方法與重要的主題會特別在這個課程加以強調。 n Statistics provide the engineers with analytical and descriptive methods for dealing with the uncertainty and variability in observed data. The first aim of this course is to introduce students to some fundamental tools that statisticians have developed to handle uncertainty and randomness. These tools are based on probability theory and mathematical methods for exhibiting predictable patterns in the analyzed data. Secondly, the other goal of this course is to teach students how to collect, analyze and explain data using the given statistical tools. Although the statistical methods for the field of environmental engineering and science are similar to those in other disciplines, some topics and examples that are relevant to environmental engineering and science will be highlighted in this course. | ||||
教學目標 | ||||
l 瞭解資料整理及陳示的統計方法 l 瞭解統計工具的機率原理及數學方法 l 瞭解如何應用統計工具於數據蒐集、整理與分析 l 瞭解如何應用統計分析結果作較大範圍的推論 l 能利用Excel進行資料陳示與基本統計分析 | ||||
授課課程大綱明細 | ||||
週 次 | 授 課 綱 要 | 講授 | 時數 | |
1 | Introduction; Descriptive statistics | Ch. 1 | 3 | |
2 | Descriptive statistics; Probability (I) | Ch. 6; Supplement | 3 | |
3 | Probability (II) & (III) | Ch. 2 | 3 | |
4 | Discrete random variables (I) & (II) | Ch. 3 | 3 | |
5 | Continuous random variables (I) & (II) | Ch. 4 | 3 | |
6 | Multiple random variables (I) & (II); Random sampling | Ch. 5; Ch. 6 | 4 | |
7 | First Exam | － | 2 | |
8 | Break | － | － | |
9 | Point estimation | Ch. 7 | 1 | |
10 | Confidence intervals (I) & (II) | Ch. 8 | 3 | |
11 | Hypothesis testing; One-sample hypothesis tests | Ch. 9 | 4 | |
12 | Two-sample hypothesis tests | Ch. 10 | 3 | |
13 | Second Exam |
| 2 | |
14 | SL regression and correlation | Ch. 11 | 3 | |
15 | Analysis of variance | Ch. 13 | 3 | |
16 | Multiple regression | Ch. 12 | 3 | |
17 | Nonlinear regression | Supplement | 3 | |
18 | Final Exam | － | 2 | |
參考書目 | ||||
教科書: Montgomery, D.C. and Runger, G.C. (2006). Applied Statistics and Probability for Engineers, 5e. John Wiley & Sons. (高立圖書) 參考書 Gonick, L. and Smith, W. The Cartoon Guide to Statistics. (圖書館有) | ||||
課程要求 | 作弊以零分計；考試除非特殊理由一定要到；作業準時交、逾期不收 | |||
評量方式 | ||||
課程網址 |
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助教資訊 | 黃宇齊e_7_@hotmail.com | |||
備註 |
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- 教師: 張智華