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研究生: 游政諺
Yu, Cheng-Yen
論文名稱: AI 模組教學對運算思維及設計思考能力影響之研究
Influences of Artificial Intelligence Module Instruction on Computational Thinking Capability and Design Thinking Capability
指導教授: 張玉山
Chang, Yu-Shan
口試委員: 劉遠楨
Liu, Yuan-Chen
蕭顯勝
Hsiao, Hsien-Sheng
張玉山
Chang, Yu-Shan
口試日期: 2021/10/31
學位類別: 碩士
Master
系所名稱: 科技應用與人力資源發展學系
Department of Technology Application and Human Resource Development
論文出版年: 2021
畢業學年度: 109
語文別: 中文
論文頁數: 117
中文關鍵詞: 新興科技工業 4.0人工智慧教育運算思維設計思考
英文關鍵詞: Emerging Technology, Industry 4.0, Artificial Intelligence Education, Computational Thinking, Design Thinking
研究方法: 準實驗設計法
DOI URL: http://doi.org/10.6345/NTNU202101756
論文種類: 學術論文
相關次數: 點閱:345下載:0
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  • 本研究旨在探討將 AI 模組融入生活科技課程中,與傳統電路程式教學在學生運算思維能力與設計思考能力帶來的影響差異。本實驗以工業 4.0 智慧工廠為主題,教學內容分為人工智慧工廠(實驗組)與程式電控工廠(對照組)之教學,以臺北市某國中八年級學生為教學對象。本研究採用準實驗設計進行,研究中自變項為 AI 模組融入教學,依變項為學生運算思維能力與設計思考能力影響,在實驗前後皆透過運算思維能力量表與設計思考評估量表評量學習表現差異。
    研究結果如下:1. 融入 AI 模組於生活科技教學中,對學生運算思維能力「演算法思考」構面有正向顯著影響。2. 融入 AI 模組於生活科技教學中,對學生設計思考能力「反思與思考」、「設計流程」、「團隊合作」、「傳達構想」等構面有正向顯著影響。依照研究結果顯示,針對往後人工智慧教育、運算思維教學、設計思考教學及後續研究,研提建議。

    This study was conducted to explore the effects of Artificial Intelligence Module Instruction on students’ computational thinking ability and design thinking ability in living technology course. This experiment took the Industry 4.0 Smart Factory as the theme. The teaching content included artificial intelligence factory for experimental group and program-electric control factory for control group. A nonequivalent pretest-posttest design was adopted, and 182 eighth grade students from Taipei City, Taiwan, were recruited as research participants in this study. The independent variable in the research is the AI module integrated instruction, and the dependent variable is the students' computational thinking ability and design thinking ability. They were asked to complete computational thinking ability assessments and design thinking assessments for statistical analysis before and after the experiment for measuring the difference in learning performance.
    The results of the research are as follows: 1. The integration of AI module in the teaching of living technology has a positive and significant impact on students' computational thinking ability "algorithmic thinking". 2. The integration of AI module in the teaching of living technology has a positive and significant impact on students' design thinking ability "Reflection/Mindfulness", "Process Skills", "Work Together On Teams", "Communicate your Project and Process to Others". According to the results, this study addressed recommendations and suggestions for implementation of artificial intelligence education, computational thinking teaching, design thinking teaching and researches in the future.

    第一章 緒論 1 第一節 研究背景與動機 1 第二節 研究目的與待答問題 9 第三節 研究範圍與限制 11 第四節 名詞解釋 13 第二章 文獻探討 15 第一節 人工智慧 15 第二節 運算思維 21 第三節 設計思考 25 第三章 研究設計與實施 29 第一節 研究架構 29 第二節 研究對象 31 第三節 研究方法 31 第四節 研究步驟與流程 31 第五節 實驗設計 34 第六節 教學工具 37 第七節 研究工具 43 第八節 資料處理與分析 51 第四章 研究結果與討論 53 第一節 AI 模組教學對國中生運算思維能力之影響 53 第二節 AI 模組教學對國中生設計思考能力之影響 60 第三節 綜合討論 72 第五章 研究結論與建議 81 第一節 研究結論 81 第二節 建議 83 參考文獻 87 中文文獻 87 外文文獻 89 附錄一 未來智慧城市教案設計與規劃(實驗組) 95 附錄二 未來智慧城市教案設計與規劃(對照組) 99 附錄三 運算思維能力量表 103 附錄四 設計思考評估量表 105 附錄五 智慧工廠學習單(實驗組) 107 附錄六 智慧工廠學習單(對照組) 109 附錄七 學生學習單範例(實驗組) 111 附錄八 學生學習單範例(對照組) 115

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