Millimeter wave radar with machine intelligence for home surveillance applications
With the fast-developing technology, the application using emerging technology is replacing some application using conventional one. Radar for surveillance application can be one of them. With the help of machine learning and big data, it can reach a very high recognition and classification rate....
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| Format: | Final Year Project |
| Language: | English |
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Nanyang Technological University
2020
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| Online Access: | https://hdl.handle.net/10356/140278 |
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| Institution: | Nanyang Technological University |
| Language: | English |
| Summary: | With the fast-developing technology, the application using emerging technology is
replacing some application using conventional one. Radar for surveillance application
can be one of them. With the help of machine learning and big data, it can reach a very
high recognition and classification rate.
This project is aimed to develop a relatively low-cost radar system with machine
learning and mainly focus on improving the recognition accuracy.
The report summarizes the knowledge of 24GHz radar working principle, signal
processing and image processing, compares the recognition accuracy result with
different machine learning result. As a result, the radar system can reach up to 98%
recognition accuracy with limited training data. |
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