Friday, January 31, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

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Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Google Scholar URL: https://scholar.google.co.in/citations?hl=en&user=lhj_6AYAAAAJ

Citations 11397   h-index 50   i10-index 212

Submission Deadline: February 01, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL: https://airccse.com/submissioncs/home.html


Thursday, January 30, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html


Submission Deadline: February 01, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL: https://airccse.com/submissioncs/home.html


Wednesday, January 29, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

An Efficient Identity Based Authentication Protocol by Using Password

Sanjeev Kumar Mandal and A R Deepti, Acharya Institute of Technology, India

Abstract

In a distributed system, authentication protocols are the basis of security to ensure that these protocols function properly. Passwords are one of the most common authentication protocol used nowadays. Because of low entropy of passwords make the systems vulnerable to password guessing attacks. This paper presents a simple scheme that strengthens password-based authentication protocols and helps prevent dictionary attacks, replay attacks and man in the middle attacks etc. The proposed scheme presents a new password authentication protocol by using the user and server system identification/serial number. Here there is no possibility to store the user passwords so an attacker who gets the password cannot use it directly to gain immediate access and compromise security.

Keywords

Authentication, Authorization and Password

Original Source URL: https://aircconline.com/ijnsa/V9N6/9617ijnsa05.pdf

Volume URL: https://airccse.org/journal/jnsa17_current.html

Tuesday, January 28, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy


Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Wikicfp URL: http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=179570

Submission Deadline: February 01, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL: https://airccse.com/submissioncs/home.html


Monday, January 27, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Submission Deadline: February 01, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL: https://airccse.com/submissioncs/home.html


Thursday, January 23, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Submission Deadline: January 25, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

Wednesday, January 22, 2025

8th International Conference on Natural Language Processing and Trends (NATAP 2025)

#naturallanguageprocessing #NLP #NLPTechniques #ontology #linguistics #informationretrieval #phonology #morphology #SemanticProcessing #textmining #informationextraction #spokenlanguageprocessing #SpeechRecognition #engineering #ComputerScience #informationtechnology #paraphrasing #sentimentanalysis #transferlearning #multimodal #Entailment #synthesis

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Welcome To NATAP 2025

8th International Conference on Natural Language Processing and Trends (NATAP 2025)

March 22 ~ 23, 2025, Sydney, Australia

Webpage URL: https://csita2025.org/natap/index

Submission Deadline: January 25, 2025

Contact us:

Here's where you can reach us: natap@csita2025.org (or) natap_conference@yahoo.com

Submission URL: https://csita2025.org/submission/index.php


Tuesday, January 21, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Feature Extraction and Feature Selection : Reducing Data Complexity with Apache Spark

Dimitrios Sisiaridis and Olivier Markowitch, Universite Libre de Bruxelles, Belgium

Abstract

Feature extraction and feature selection are the first tasks in pre-processing of input logs in order to detect cyber security threats and attacks while utilizing machine learning. When it comes to the analysis of heterogeneous data derived from different sources, these tasks are found to be time-consuming and difficult to be managed efficiently. In this paper, we present an approach for handling feature extraction and feature selection for security analytics of heterogeneous data derived from different network sensors. The approach is implemented in Apache Spark, using its python API, named pyspark.

Keywords

Machine learning, feature extraction, feature selection, security analytics, Apache Spark

Original Source URL: https://aircconline.com/ijnsa/V9N6/9617ijnsa04.pdf

Volume URL: https://airccse.org/journal/jnsa17_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#CallForPapers #callforsubmissions #submission #Submit #SubmitYourPaper #submitnow #deadline #phdstudent #phdresearch #research #ResearchScholar #researchpaper #researchers #article #online #submissionsopen #RegisterNow #Register #Papersubmission #opencall



Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed
ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)


January 2025 - Top 10 Read Articles in Network Security and Its Applications

Submission Deadline: January 25, 2025

Contact us:
Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Sunday, January 19, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Submission Deadline: January 25, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

Friday, January 17, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Allconferencecfpalerts URL: https://allconferencecfpalerts.com/cfp/view.php?eno=62017

Submission Deadline: January 18, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

Wednesday, January 15, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Predominance of Blowfish Over Triple Data Encryption Standard Symmetric Key Algorithm for Secure Integrated Circuits Using Verilog HDL

V. Kumara Swamy1 Prabhu Benakop2, 1Sreenidhi Institute of Science and Technology, India and 2Indur Institute of Engineering and Technology, India

Abstract

Computer data communication is the order of the day with Information Communication Technology (ICT) playing major role in everyone’s life, communicating with smart phones, tabs, laptops and desktops using internet. Security of the data transferred over the computer networks is most important as for as an organization is concerned. Hackers attempt hard to crack the software key and indulge in cyber crimes. In this paper, the main concern is not only to provide security to the data transferred at the software level but it provides the security at hardware level by the modified Blowfish Encryption and Decryption Algorithms. It results minimum delay, high speed, high throughput] and effective memory utilization compared to Blowfish (BF) and Triple Data Encryption Standard (TDES) algorithms. The implementation of Blowfish with modulo adder and Wave Dynamic Differential Logic (WDDL) is to provide security against Differential power analysis (DPA). In the proposed four implementations, BF with constant delay n-bit adder (BFCDNBA) yielded minimum delay, maximum frequency, high memory utilization and high throughput compared to BF with modulo adder and WDDL logic (BFMAWDDL), BF with modulo adder (BFMA) and TDES algorithms. The VLSI implementation of Blowfish and TDES algorithms is done using Verilog HDL.

Keywords

BF, TDES, WDDL, DPA, BFMA, BFCDNBA, BFMAWDDL, HDL

Original Source URL: https://aircconline.com/ijnsa/V9N6/9617ijnsa03.pdf

Volume URL: https://airccse.org/journal/jnsa17_current.html

Monday, January 13, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Submission Deadline: January 18, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

Thursday, January 9, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Submission Deadline: January 11, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

Wednesday, January 8, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

A Comprehensive Analysis of Network Scanning and Security Assessment Tool

Archita1 and Ruchi Tuli2, 1Netaji Subhash University of Technology, India 2Jubail Industrial College, Kingdom of Saudi Arabia

Abstract

An essential component of any network pen testing effort is network reconnaissance. Gaining additional knowledge about the target's network will help us understand its infrastructure as well as any potential attack routes and exploits that could expose vulnerabilities. By employing both passive and active reconnaissance methods and tools, an attacker can possess substantial volumes of data with a reduced likelihood of being discovered. NMAP, short for Network Mapper, is a widely recognized and powerful open-source network scanning and security assessment tool. This research study analyzes NMAP, including its background, features, usage, and impact on network security. The research also explores the ethical issues of employing NMAP and suggests strategies to avoid such hazards.

Keywords

NMAP, network, vulnerability, network security, network mapping, intrusion detection

Abstract URL: http://aircconline.com/abstract/ijnsa/v16n6/16624ijnsa07.html

Original Source URL: https://aircconline.com/ijnsa/V16N6/16624ijnsa07.pdf

Volume URL: https://airccse.org/journal/jnsa24_current.html

Tuesday, January 7, 2025

6th International Conference on Machine learning and Cloud Computing (MLCL 2025)

#machinelearning #cloudcomputing #virtualization #CloudStorage #ParallelProcessing #filesystem #programming #security #socialnetwork #cloudsecurity #consolidation #opensource #systemintegration #computing #EdgeComputing #deployment #artificialintelligence #DataSecurity #DataStorage #CloudServices #scalability #performance

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Welcome To MLCL 2025

6th International Conference on Machine learning and Cloud Computing (MLCL 2025)

March 22 ~ 23, 2025, Sydney, Australia

Webpage URL: https://csita2025.org/mlcl/index

Submission Deadline: January 11, 2025

Contact us:

Here's where you can reach us: mlcl@csita2025.org

Submission URL: https://csita2025.org/submission/index.php


Monday, January 6, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Profitable uses of Artificial Intelligence and Machine Learning to Secure our Data

Nikitha Merilena Jonnada, University of the Cumberlands, USA

Abstract

The author used this paper to discuss the techniques, strategies, and concepts of artificial intelligence and machine learning to learn their uses in providing security and other essential features. The author also discusses the advantages, drawbacks, or limitations of using artificial intelligence and machine learning. Any technology or development comes with certain advantages and limitations. This scenario applies to artificial intelligence and machine learning. By emphasizing the importance of artificial intelligence and machine learning, the author attempts to educate the users and readers about the significant concepts within the study, as this could help many users and organizations to identify the critical factors about these concepts.

Keywords

Artificial Intelligence, Machine Learning, Virus, Security, Malware, Data

Abstract URL: http://aircconline.com/abstract/ijnsa/v16n6/16624ijnsa06.html

Original Source URL: https://aircconline.com/ijnsa/V16N6/16624ijnsa06.pdf

Volume URL: https://airccse.org/journal/jnsa24_current.html

Sunday, January 5, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Submission Deadline: January 11, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

Thursday, January 2, 2025

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #protocols #datacenter #network #optimization #database #systemsecurity #spam #phishing #email #iot #internetsecurity #intrusion #detection #prevention #mobile #adhoc #sensor #p2p #networkmanagement #virtualmachines #vanet #socialnetwork #ddos #trust #privacy #wirelessnetwork #ubiquitouscomputing #virus #worms #trojan #hacking #ransomware #computer #cloudsecurity #malware #firewall #bigdata #informationsecurity #cloudcomputing #dataprotection #networking #cloudstorage #cybercrime #cyberattack #ethicalhacking #datasecurity #tech #itsecurity #internet #computerscience #server #dataprivacy

Submit Your Research Articles...!!!

Welcome To IJNSA

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL:

https://airccse.org/journal/ijnsa.html

Allconferencecfpalerts URL: https://allconferencecfpalerts.com/cfp/view.php?eno=61517

Submission Deadline: January 04, 2025

Contact us:

Here's where you can reach us: ijnsa@aircconline.com (or) ijnsa@airccse.org

Submission URL:

https://airccse.com/submissioncs/home.html

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)

Webpage URL: https://airccse.org/journal/ijnsa.html

Hybrid Deep Learning Approach for Enhanced Detection and Mitigation of DDOS Attack in SDN Networks

Ahlam Alsufyani, Bashayer Alotaibi and Samah Alajmani, Taif University, Saudi Arabia

Abstract

The pervasiveness of (DDoS) Distributed Denial of Service attacks has intensified the demand for effective and dependable detection methods in Software-Defined Networks (SDNs). This proposed study introduces a hybrid Deep Learning framework designed to identify and address DDoS attacks in Software-Defined Networking (SDN) contexts. Due to the centralization of SDN control planes, these networks are especially susceptible to DDoS attacks, which can saturate system resources and disrupt critical services. Utilizing the CICDDoS2019 dataset, this research integrates Recurrent Neural Networks (RNN), Deep Belief Networks (DBN), and Adaptive Feature Dimensionality Learning (AFDL) to improve detection accuracy and efficiency. In order to appropriately differentiate between attack and normal traffic, the proposed hybrid model combines both temporal dependencies and feature correlations achieving an accuracy of 99.80%. This research enhances SDN security by offering a scalable and reliable DDoS detection solution capable of adapting to real-time network requirements, addressing the prospective of DL in protecting network infrastructures.

Keywords

Deep Learning, Software Defined Networking (SDN), Distributed Denial of Service (DDoS)

Abstract URL: http://aircconline.com/abstract/ijnsa/v16n6/16624ijnsa05.html

Original Source URL: https://aircconline.com/ijnsa/V16N6/16624ijnsa05.pdf

Volume URL: https://airccse.org/journal/jnsa24_current.html

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

#networksecurity #artificialintelligence #machinelearning #security #blockchain #technology #cybersecurity #cloud #fog #edge #crytography #p...