| 課程編碼 Course Code | 中文課程名稱 Course Name (Chinese) | 英文課程名稱 Course Name (English) | 總學分數 Credits | 總時數 Hours |
|---|---|---|---|---|
| 4236088 | 人工智慧之應用 | Application of Artificial Intelligence | 3.0 | 3 |
| 中文概述 Chinese Description | 人工智慧之軟式運算技術，包括基因演算法、類神經網路等，是向生物及自然演化現象取法的數種機器學習技術，提供模仿生物決策思維的系統分析方法，也開啟其於土木工程領域系統決策分析應用的研究方向。近年來電腦資訊科技的突飛猛進，催化人工智慧領域軟式運算技術的快速發展，並融入或然率之概念，發展非唯一解類神經網路、機率類神經網路、壓縮類神經網路及贅餘基因演算法等於土木工程領域之各種應用。課程中並配合作業、論文研討、報告及實際軟體介紹、操作以幫助學習。 | |||
| 英文概述 English Description | Soft computing methods of artificial intelligence, including genetic algorithm and artificial neural network, are biologically inspired machine learning technology. A genetic algorithm, which is a computational model that imitates the process of Darwinian evolution, is emerging as a powerful tool in optimization and design problems. Neural networks provide massively parallel computational models and adaptive systems with properties of noise and fault tolerance as well as learning capacity. All these classes of methods share some basic characteristics that are inherently different than those of traditional mathematically based engineering analysis. This course will also introduce the recent progress on application of soft computing methods in civil engineering. | |||
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