Does the principle of borrowing a patent for graduation project infringe intellectual property rights?

Patent infringement refers to the extensive use of existing patented technology for "commercial purposes".

Your one-time use is not for profit, and generally does not constitute infringement. Your design is not for commercial purposes.

Since you have upgraded, modified and expanded his products, it is not plagiarism.