Spelling suggestions: "subject:"[een] ROBUST"" "subject:"[enn] ROBUST""
1041 |
Robust Neural Receiver in Wireless Communication : Defense against Adversarial AttacksNicklasson Cedbro, Alice January 2023 (has links)
In the field of wireless communication systems, the interest in machine learning has increased in recent years. Adversarial machine learning includes attack and defense methods on machine learning components. It is a topic that has been thoroughly studied in computer vision and natural language processing but not to the same extent in wireless communication. In this thesis, a Fast Gradient Sign Method (FGSM) attack on a neural receiver is studied. Furthermore, the thesis investigates whether it is possible to make a neural receiver robust against these attacks. The study is made using the python library Sionna, a library used for research on for example 5G, 6G and machine learning in wireless communication. The effect of a FGSM attack is evaluated and mitigated with different models within adversarial training. The training data of the models is either augmented with adversarial samples, or original samples are replaced with adversarial ones. Furthermore, the power distribution and range of the adversarial samples included in the training are varied. The thesis concludes that a FGSM attack decreases the performance of a neural receiver and needs less power than a barrage jamming attack to achieve the same performance loss. A neural receiver can be made more robust against a FGSM attack when the training data of the model is augmented with adversarial samples. The samples are concentrated on a specific attack power range and the power of the adversarial samples is normally distributed. A neural receiver is also proven to be more robust against a barrage jamming attack than conventional methods without defenses.
|
1042 |
An Interactive Intelligent Decision Support System for Integration of Inventory, Planning, Scheduling and Revenue ManagementArdjmand, Ehsan 17 September 2015 (has links)
No description available.
|
1043 |
Essays on Multivariate and Simultaneous Equations Spatial Autoregressive ModelsYang, Kai 28 September 2016 (has links)
No description available.
|
1044 |
An approach to integrating numerical and response surface models for robust design of production systemsKini, Satish D. 30 March 2004 (has links)
No description available.
|
1045 |
Essays on the temporal insensitivity, optimal bid design and generalized estimation m odels in the contingent valuation studyKim, Soo-Il January 2004 (has links)
No description available.
|
1046 |
The dynamic interaction between residential mortgage foreclosure, neighborhood characteristics, and neighborhood changeLi, Yanmei 13 September 2006 (has links)
No description available.
|
1047 |
Position-sensorless control of permanent magnet synchronous machines over wide speed rangeChi, Song 30 August 2007 (has links)
No description available.
|
1048 |
Response-Probability Model Analysis Plots With Applications in Engineering and Clinical ResearchRajagopalan, Ravishankar 26 June 2009 (has links)
No description available.
|
1049 |
Model-Based Human Pose Estimation with Spatio-Temporal InferencingZhu, Youding 15 July 2009 (has links)
No description available.
|
1050 |
Eco-inspired Robust Control Design for Linear Dynamical Systems with ApplicationsDevarakonda, Nagini 20 October 2011 (has links)
No description available.
|
Page generated in 0.0298 seconds