Write some Software
$30-250 USD
Paid on delivery
Owing to the scattered nature of Denial-of-Service attacks, it is tremendously challenging
to detect such malicious behavior using traditional intrusion detection systems in Wireless
Sensor Networks (WSNs). In the current paper, a hybrid clustering method is introduced,
namely a density-based fuzzy imperialist competitive clustering algorithm (D-FICCA).
Hereby, the imperialist competitive algorithm (ICA) is modified with a density-based algorithm
and fuzzy logic for optimum clustering in WSNs. A density-based clustering algorithm
helps improve the imperialist competitive algorithm for the formation of arbitrary
cluster shapes as well as handling noise. The fuzzy logic controller (FLC) assimilates to
imperialistic competition by adjusting the fuzzy rules to avoid possible errors of the worst
imperialist action selection strategy. The proposed method aims to enhance the accuracy of
malicious detection. D-FICCA is evaluated on a publicly available dataset consisting of real
measurements collected from sensors deployed at the Intel Berkeley Research Lab. Its performance
is compared against existing empirical methods, such as K-MICA, K-mean, and
DBSCAN. The results demonstrate that the proposed framework achieves higher detection
accuracy 87% and clustering quality 0.99 compared to existing approaches.
Project ID: #10763934
About the project
3 freelancers are bidding on average $150 for this job
-------------Best Result on Time & Good Experience in Intrusion Detection! & No problem!------------ Hello, dear! I'm very interesting of your project because I'm expert of Machine Learning and Matlab Developer! I h More
I have a great experience in this field. Kindly contact me now and I’m sure we will make a reasonable deal thanks a lot.
Greetings! If your project is deleted, then hire me at https://www.freelancer.com/u/allwriter4u.html . I will work within your budget, Within your deadline. We are highly experienced Post Graduate Engineers, Docto More
Dear, sir. Your project attracted my attention at first glance, because I've really rich experience in MATLAB simulation and programming. I'm really confident about your project, and very eager to join your project. More
