detection of false data provided by Matpower using Machine learning (GAN)
پنج سال پیش منتشر شده
تعداد بازدید: 357
کد پروژه: 248713
شرح پروژه
این کار دوقسمت داره قسمت اول توسط کارشناس matpower باید انجام بشه و قsمت د,م یادگیری ماشین هست. اگر کسی میتونه هر کدوم از این قسمت ها رو انجام بده پیشنهادش رو ثبت کنه.
I need Matlab and Matpower expertise
I need someone who is familiar with false data injection attacks in power systems, ML, Adversarial ML, and GAN.
so, the work is related to detection false data injection attacks (You can find a full background details in this paper: https://arxiv.org/abs/2008.06926)
The task is as follows.
1. We have to create the false data injection attack using matpower for 14 bus. (I'll share a code with you for this step).
2. We will be using ML (e.g., MLP) to detect the false data that was generated using the previous step. (we need to report the accuracy here)
3. We will apply an adversarial ML to attack the ML used in the previous step. (the results will be impacted as the ML was attacked in this step)
4. To fight the adversarial ML, we will be using GAN to make it weaker and then report the results again
a week for the first two phases
and a month for the whole project
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30روز
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بسته
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