Title
An Intelligent Interface for Automatic Grading of Sketched Free Body Diagrams
Abstract
Sketching free body diagrams is an important skill that students learn in introductory physics and engineering classes; however, university class sizes are growing and often have hundreds of students in a single class. This creates a grading challenge for instructors as there is simply not enough time nor resources to provide adequate feedback on every problem. We have developed an intelligent user interface called Mechanix to provide automated, real-time feedback on hand-drawn free body diagrams for students. The system is driven by novel sketch recognition algorithms developed for recognizing and comparing trusses, general shapes, and arrows in diagrams. We have also discovered trends in how the students utilize extra submissions for learning through deployment to five universities with 350 students completing homework on the system over the 2018 and 2019 school year. A study with 57 students showed the system allowed for homework scores similar to other homework mediums while requiring and automatically grading the free body diagrams in addition to answers.
Year
DOI
Venue
2020
10.1145/3379336.3381471
IUI '20: 25th International Conference on Intelligent User Interfaces Cagliari Italy March, 2020
Keywords
DocType
ISBN
sketch recognition, engineering education, intelligent tutoring system
Conference
978-1-4503-7513-9
Citations 
PageRank 
References 
0
0.34
0
Authors
4
Name
Order
Citations
PageRank
Matthew Runyon100.34
Blake Williford241.76
Julie Linsey35512.39
Tracy Hammond444343.21