2017英特爾ISEF獲獎作品摘要 工程力學（機械工程）Intel Finalist Abstract Engineering Mechanics

獲獎作品基本信息

年份	2017
學科	工程力學 Engineering Mechanics
國家/州	Sweden

獲獎作品名稱

Can Machines Learn to Design Better than Humans?

獲獎作品摘要

While Machine Learning has made great strides in predictions, less research has been done on the application of AI to the engineering design. The purpose of this research was to test machine learning algorithms against expert human designers to see how they would perform.

The question investigated was to test how well machine learning algorithms could perform in the design of complex power trains of racing drones, specifically the selection of brushless motor and propeller combinations to optimize particular design objectives. Racing drones were chosen because of the high stakes of the competition and the high complexity of the engineering problem.

Detailed characteristics and performance data were collected for 16 brushless motors and 18 propellers in more than 112 tests of motor - propeller combinations.From the performance data, three variables were extracted: i) maximum thrust, ii) efficiency, and iii) dynamic punch.The training data was used to train three different machine learning algorithms: Neural Network, Local Weighted Regression, and Boosted Decision Trees.

A testing data set of seven motors and eight propellers was presented to the algorithms to select the best performance combinations. The same choices were presented to eight recognized experts in the field, and their performance was compared against the machine learning algorithms.

Despite some good performances by humans, the AI algorithms beat the best humans in two of the three contests. The machine learning algorithms were particularly impressive in finding the optimal powertrain design to optimize punch - arguably the most important dimension in drone racing.

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高中生科研 英特爾 Intel ISEF
資訊 · 課程 · 全程指導
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高中生科研學術活動 英特爾 Intel ISEF 簡介

英特爾國際科學與工程大獎賽，簡稱 "ISEF"，由美國 Society for Science and the Public（科學和公共服務協會）主辦，英特爾公司冠名贊助，是全球規模最大、等級最高的中學生的科研科創賽事。ISEF 的學術活動學科包括了所有數學、自然科學、工程的全部領域和部分社會科學。ISEF 素有全球青少年科學學術活動的“世界杯”之美譽，旨在鼓勵學生團隊協作，開拓創新，長期專一深入地研究自己感興趣的課題。

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英特爾 ISEF 學術活動詳細介紹

英特爾 ISEF 全程指導方案

· 數學 · 物理 · 化學 · 生物 · 計算機 · 工程 ·

學科簡介：工程力學 Engineering Mechanics

Studies that focus on the science and engineering that involve movement or structure. ?The movement can be by the apparatus or the movement can affect the apparatus.

Subcategories:

Aerospace and Aeronautical Engineering?(AER):?Studies involving the design of aircraft and space vehicles and the direction of the technical phases of their manufacture and operation.

Civil Engineering?(CIV):?Studies that involve the planning, designing, construction, and maintenance of structures and public works, such as bridges or dams, roads, water supply, sewer, flood control and, traffic.

Computational Mechanics?(COM):?A study that applies the discipline and techniques of computer science and mathematics to solve large and complex problems in Engineering Mechanics.

Control Theory?(CON):?The study of dynamical systems, including controllers, systems, and sensors that are influenced by inputs.

Ground Vehicle Systems?(VEH):?The design of ground vehicles and the direction of the technical phases of their manufacture and operation.

Industrial Engineering-Processing?(IND):?Studies of efficient production of industrial goods as affected by elements such as plant and procedural design, the management of materials and energy, and the integration of workers within the overall system. The industrial engineer designs methods, not machinery.

Mechanical Engineering?(MEC):?Studies that involve the generation and application of heat and mechanical power and the design, production, and use of machines and tools.

Naval Systems?(NAV):?Studies of the design of ships and the direction of the technical phases of their manufacture and operation.

Other?(OTH):?Studies that cannot be assigned to one of the above subcategories. If the project involves multiple subcategories, the principal subcategory should be chosen instead of Other.

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