R Julian Menezes

Scopus Publications

A bizarre synthesized cascaded optimized predictor (BizSCOP) model for enhancing security in cloud systems
R. Julian Menezes, P. Jesu Jayarin, and A. Chandra Sekar
Springer Science and Business Media LLC
AbstractDue to growing network data dissemination in cloud, the elasticity, pay as you go options, globally accessible facilities, and security of networks have become increasingly important in today's world. Cloud service providers, including AWS, Azure, GCP, and others, facilitate worldwide expansion within minutes by offering decentralized communication network functions, hence providing security to cloud is still remains a challenging task. This paper aims to introduce and evaluate the Biz-SCOP model, a novel intrusion detection system developed for cloud security. The research addresses the pressing need for effective intrusion detection in cloud environments by combining hybrid optimization techniques and advanced deep learning methodologies. The study employs prominent intrusion datasets, including CSE-CIC-IDS 2018, CIC-IDS 2017, and a cloud intrusion dataset, to assess the proposed model's performance. The study's design involves implementing the Biz-SCOP model using Matlab 2019 software on a Windows 10 OS platform, utilizing 8 GB RAM and an Intel core i3 processor. The hybrid optimization approach, termed HyPSM, is employed for feature selection, enhancing the model's efficiency. Additionally, an intelligent deep learning model, C2AE, is introduced to discern friendly and hostile communication, contributing to accurate intrusion detection. Key findings indicate that the Biz-SCOP model outperforms existing intrusion detection systems, achieving notable accuracy (99.8%), precision (99.7%), F1-score (99.8%), and GEO (99.9%). The model excels in identifying various attack types, as demonstrated by robust ROC analysis. Interpretations and conclusions emphasize the significance of hybrid optimization and advanced deep learning techniques in enhancing intrusion detection system performance. The proposed model exhibits lower computational load, reduced false positives, ease of implementation, and improved accuracy, positioning it as a promising solution for cloud security.

Virtual panchayat conclave: Bringing communities together online
Julian Menezes, Ceronmani Sharmila Victor, Pramanayagam Pitchaiah, Arun Kumar Gopalakrishnan, and Sudharsan Anandhn
AIP Publishing

Action Recognition to Sign Language Recognition using Machine Learning Techniques
Shijo Prakash, Seesa Sandeep Kumar, Marepalli Abhijith, and R Julian Menezes
IEEE
Sign language communication has become a permanent remedy for those who are deaf or hard of hearing. It is a vital asset for people who cannot express their opinions and feelings to the rest of the world. It smooths out and simplifies the combination cycle between them and others. In any event, simply inventing gesture-based communication isn’t enough. This gift comes with a slew of surprises. The hand signs are frequently mixed up and misinterpreted by someone who has never known or learned sign language, and some people may know it but use it in a different language. In any case, the long-standing correspondence gap can now be narrowed thanks to the discovery of several ways for automating the recognition of sign signals. In this review, the client should be able to take photographs or video input of the hand signals using a camera, and the framework should anticipate the name of the hand sign from the captured picture.

Conceivement of a schema assimilating a stronghold in the cloud computing realm

A scholarly audit on the traits of enciphering, deciphering algorithms bifurcated under symmetric, assymetric for wired cum wireless environment

Designing a customized testing tool for windows phones utilizing background agents
J. Albert Mayan, R. Julian Menezes, and M. Breezely George
Springer India
The communication gadgets that are being assembled together these days are well endowed with sophisticated ball grid mother boards and Qualcomm as well as Snapdragon processors that have, what it takes to redeem the required Intel as well as the instruments that form a part and parcel in the life of a common individual. The unique gadgets have their own traits, and aptness which are distinct in their identities. Before emancipating the application to a user, who has an intention of using the application, it is a necessity to fortify that the codes which are declared are triggered and the same is running and the property of the application is willful to provide the required reinforcement to the person, he/she who is wishing to use the application. In order to attain the declaration of the above statements, there exist some global functional testing tools that have received recognition like Anteater, Apodora, Canoo WebTest, Eclipse Jubula, etc., which are used to check the proper functioning of the application. There are several thousands of tools to achieve the end product of testing the app functionality, but the tools that are being declared have the caliber to get fired in an environment which is fit to be on a personal computer. The project explores and speaks of an app that inhibits a caliber to get installed like a (Tom, Jones, and Harry) application over a communication device. When using this application, the stress gets reduced in terms of monitoring that if certain applications are functioning in accordance to the predetermined functionality. The application that is taken under pilot study, has certain traits that gives its distinctiveness, are inspected and apprehended by the Tool like a spider’s web on a wireless fidelity network. The Tool which is portable is extremely facile to operate so much that a novice user can use it. The app can be uprooted from one communication device to the other and can be planted on to a phone like a cordial application on a phone, for examining the functionality of other set of codes that build up an application.

Development of a functionality testing tool for windows phones
R. Julian Menezes, J. Albert Mayan, and M. Breezely George
Indian Society for Education and Environment
Background/Objectives: The objective of this paper is to develop a testing tool that which tests the Functionality trait of an application that gets installed on the Phone with an Operating System called Windows. Methods/Statistical Analysis: To study the mentioned objective the websites (referred at the end) like tech-recipes, stack overflow and msdn were referred for gaining an idea on how to implement the objective. The tools which involved in giving a shape to the idea involved are Microsoft Visual Studio 2012 Express for Phones, Windows WVGA 512MB, Windows Phone 8.0 SDK, Windows 8.1 Professional Operating System. The purpose of choosing Windows 8.1 Professional Edition is because the tool Windows Phone SDK is supported only on that particular Operating System. The refered websites that involve the tutorial for trigerring an applicationfrom another application. http://www.tech-recipes.com/rx/49037/how-to-deploy-and-run-a-windows-phone-8-app/. http://stackoverflow.com/questions/13669696/test-windows-phone-8-app-on-actual-device. http://msdn.microsoft.com/en-us/library/windows/applications/ff402565(v=vs.105).aspx. Findings: The Testing Tool has the functionality compared to universally accepted Tools. The Testing Tool does not require sophisticated Hardwares, like other Testing Tools like Egg Plant, Robotium etc. The Testing Tool requires a PC for first time installation (only once in life time), and later can be transfered from one device to the other using Bluetooth. When compared to other tools, it is open source and it does not come with a price tag. The tool takes a negotiable amount of time to fire and execute an application, unlike other tools.

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