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IEEE/ICACT20260254 Question.1
Questioner: hhl9438@chungbuk.ac.kr    2026-02-09 ¿ÀÈÄ 12:46:34
IEEE/ICACT20260254 Answer.1
Answer by Auhor qga0809@chungbuk.ac.kr   2026-02-09 ¿ÀÈÄ 12:46:34
Currently, you use 7 input features. If you add dynamic data like real-time traffic or weather, how much would it impact the hardware resource usage and latency? Thank you for the question. Adding traffic or weather features would mainly affect the first hidden layer. Expanding from 7 to 10-12 features would increase first layer parameters by 40-70%, but overall resource increase would be around 10-15%. Due to our pipelined architecture, latency impact would be minimal, less than 5%. The current 0.005454ms inference time would still meet sub-millisecond requirements. As mentioned in our future work, we plan to incorporate these features with quantization and pruning techniques to maintain efficiency.

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