Deep learning ids using edge-cloud for smart city iot using big data

IoT devices enable a massive amount of data to be aggregated and analyzed for anomaly detection. The nature of heterogeneous devices introduces the challenge of collecting and handling these massive datasets to perform data analyses to discover cyber-attacks in near real-time. However, the traditional IDS cannot deal with such a problem due to scalability limitations and insufficient storage and processing capabilities. Moreover, issues such as network bandwidth, real-time support, and security limit the power of cloud server-based IDSs. This paper presents an edge-cloud deep IDS model in Lambda architecture for IoT security to address these challenges. Our system decreases the training phase’s time compared to traditional machine learning algorithms and increases the accuracy of true positive detected attacks. Furthermore, neural network layers lead deep learning to achieve better performance and flexibility compared to conventional machine learning. Our solution enables the detection of suspicious activities in real-time and allows us to classify them by analyzing historical data in a batch process.

1- writing the complexity of the algorithms.

2- convert the Figs to a mathematical model.

3- improving the writing of the paper to be submitted to the journal.

4- add a case study

5-implementing, result, and discussion.

Kemahiran: Internet Benda, Deep Learning, Edge Computing, Pengkomputeran Awan, Algoritma

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Tentang Majikan:
( 0 ulasan ) Montreal, Canada

ID Projek: #31511253

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PhD Computer Engineering. I have 6 years’ experience in Data Engineering, NLP, ML,Computer Vision, pattern recognition and Artificial Intelligence. I have 8 research publication in Machine Learning. I know all data mi Lagi

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As a skilled and outstanding technical writer, I bid on your project because I have the expertise and experience to deliver superior quality work. I guarantee you constant updates in the project as a way of ensuring th Lagi

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Thanks for your job posting. I have rich experiences in Deep Learning using python. I think you want to improve ML algorithm for IoT Botnet Detection. I have ever implemented IoT Botnet Detection using RF classifier fr Lagi

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Hye, I have gone through your job post and it sounds like you are looking for Deep Learning and IOT expert. I am a computer vision expert with 16+ years of experience. I have expertise in computer vision, machine lear Lagi

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