Eylem Seç
Addressing Integrated Circuit Integrity Using Statistical Analysis and Machine Learning Techniques
Başlık:
Addressing Integrated Circuit Integrity Using Statistical Analysis and Machine Learning Techniques
Yazar:
Cakir, Burcin, author.
ISBN:
9780438050280
Yazar Ek Girişi:
Fiziksel Tanımlama:
1 electronic resource (114 pages)
Genel Not:
Source: Dissertation Abstracts International, Volume: 79-10(E), Section: B.
Advisors: Sharad Malik Committee members: Margaret Martonosi; Naveen Verma.
Özet:
Outsourcing of design and manufacturing processes makes integrated circuits (ICs) vulnerable to adversarial changes and raises concerns about their security and integrity. The difference in the levels of abstraction between the initial specification and the final available circuit design poses a challenge for analyzing the final circuit for malicious insertions.
In this thesis, we present a novel approach for the analysis of circuits using graph algorithms and different concepts from linear algebra, signal processing and machine learning techniques to detect malicious insertions and reverse engineer a given IC. Our first study provides a framework to flag the malicious nodes using the simulation results of the chip. The second part of the thesis focuses on reverse engineering where we present two algorithms to infer high-level blocks in an untrusted circuit by using a reference behavioral design or a corresponding block diagram accompanied by a natural-language document. Reverse engineering helps reduce the complexity of verification/analysis by partitioning the circuit into smaller parts.
All algorithms have been implemented and demonstrated to be scalable to significant sized ICs. They present valuable insights for reverse engineering digital ICs as well as for Trojan detection.
Notlar:
School code: 0181
Konu Başlığı:
Tüzel Kişi Ek Girişi:
Mevcut:*
Yer Numarası | Demirbaş Numarası | Shelf Location | Lokasyon / Statüsü / İade Tarihi |
---|---|---|---|
XX(682076.1) | 682076-1001 | Proquest E-Tez Koleksiyonu | Arıyor... |
On Order
Liste seç
Bunu varsayılan liste yap.
Öğeler başarıyla eklendi
Öğeler eklenirken hata oldu. Lütfen tekrar deneyiniz.
:
Select An Item
Data usage warning: You will receive one text message for each title you selected.
Standard text messaging rates apply.