AI Training Algorithm: Cybersecurity for the Organization

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Table of Contents

Introduction
Research Publishing
Scientific Writing and Publication
Introduction to Matlab
Advance Application Matlab
AI Algorithm and Beyond
Introduction to Neural Network and Fuzzy Logic
Conclusion

Introduction

Presentation and conference are essential stages of students’ research activities; they activate creativity and stimulate motivation to study. During the presentation at the conference, the skills of purposeful observation and experiment setting are formed; they go through the whole path of research activity – from identifying the problem to protecting the results obtained. Therefore, this workshop is an opportunity to test my analysis materials for my research work. Studying the possibilities of developing smart home technologies in remote work requires considering a large amount of data and other materials. Thus, by presenting the materials to an interested audience at the conference, I can get acquainted with the observations of other people and experts from this field.

This approach will pay attention to the selected data’s reliability, which will make the final research work more elaborate and holistic. Currently, society requires specialists capable of independently acquiring new scientific knowledge and multifunctional skills. An essential role in training modern specialists is played by a special form of organization of the pedagogical process as a scientific and practical conference. A scientific and practical conference is an event that is held to discuss various issues of science, methodology, and practice and to develop recommendations for their solution.

Research Publishing

Scientific publications are an indicator of my expertise in a particular field, especially if they meet the highest evaluation criteria. Moreover, it is a way to declare my research interests to the scientific community and the employer. This is especially important for reputable scientists who can confirm the high quality of their research in this way. Additional research needs to be done for my research work, which can be reflected in various publications. Thus, after reviewing the feedback from the scientific community, I will be able to identify the most pressing issues in developing smart home technologies for remote employees during COVID-19.

In addition, the publication of scientific research contributes to the development of my entire field of activity, as I make a direct contribution. This aspect makes my final research paper more elaborate since it is preceded by significant experience. Moreover, all this is reflected in a well-constructed structure and the data provided, which will be more relevant and essential. By preparing material for articles, I will be able to determine the direction of my most significant interest more accurately. The following publications will help me look more competent and valuable when applying for a job.

Scientific Writing and Publication

Scientific writing and publication help to systematize knowledge and thoughts on a particular topic and form the skill of generalizing information and analyzing existing problems. Students learn to argue their position, draw conclusions, consistently present their ideas, reveal the essence of their topic, justify the relevance, and prepare documents according to standards. The value of a scientific article lies in the fact that it contains the author’s developments, research results, and conclusions that have not been published anywhere before. Thus, a pre-thought-out structure of the work will help to build it logically, not miss important points, and summarize the study’s results. This workshop is useful for my research paper as it draws attention to the basics of scientific activity.

It is not enough to have a good idea; it must be scientifically substantiated and supported by various factors. Consequently, Scientific writing and publication pay attention to aspects that will allow identifying the relevance of research not only for the scientific community but also for experts in this field. The purpose of writing such a work is to deepen the student’s knowledge in a particular area and identify his abilities to use them to solve specific tasks. This process is aimed at obtaining information of research value.

Introduction to Matlab

Matlab is an environment and language of technical calculations designed to solve various engineering, scientific, and mathematical problems of any complexity in various branches of science and technology. Many built-in Matlab functions support the ability to speed up the calculation by branching it into several threads. This allows me to perform tasks on multiple processor cores without additional code modifications. At the same time, Matlab supports the ability to communicate with external devices via communication ports and translation into high-level programming languages (C and C++) with their subsequent compilation for any possible architecture, be it ARM, AVR, or digital signal processing processors. Using this program will explain the algorithm for creating an effective smart home system that will meet the needs of remote employees. This process is based on a systematic analysis of information risks, which allows timely identification of threats to information security and vulnerabilities of the information system and implements appropriate measures to neutralize them. As a result, it constantly monitors the state of information security in the organization, taking into account previous experience and new threats and vulnerabilities.

Advance Application Matlab

The information risk assessment methodology has been developed for practical use in the Matlab environment, which considers input information quality and the reliability (degree of trust) of information sources. It has extensive capabilities that allow it to be adapted to various application system profiles and integrated into its risk management system developments. In the context of studying and considering the project of introducing a smart home into the process of remote employees, the aspect of cybersecurity is of particular importance. Thus, this workshop will contribute to developing a Matlab-based analysis sample and modeling methods to create a cybersecurity structure in remote work conditions.

Implementation of the rule base’s fuzzy modeling process is conducted using a specialized package, Fuzzy Logic Toolbox software Matlab. The mechanism for obtaining risk estimates based on the Mamdani algorithm allows me to obtain a numerical risk value, a linguistic description of the degree of risk, and the level of expert confidence in the occurrence of a risk event. IT managers can use the simulation results to identify risk priorities and select an action plan to reduce the impact of the various threats on the organization’s information cybersecurity.

AI Algorithm and Beyond

The active introduction of IT into building automation systems has recently led to new opportunities in using modern programming tools and languages and convenient visualization for different user groups. This opened the way to the rapid processing of large amounts of data from engineering equipment, which is, in fact, an element of AI. This serves as the basis for using sequential algorithms to organize a smart home. This workshop is useful for my research since it is impossible to exclude the importance of applying modern developments in AI in the smart home sphere. This aspect will allow me to consider in my research the degree of security and relevance of using such technologies for remote employees and organizations in general. In turn, the use of AI technologies allows me to use a wide range of applications in the field of building automation. The practical results planned for implementing AI-based solutions should be accurately identified at the initial stage of working on the project since this plays a decisive role in choosing the learning process and its modeling.

Introduction to Neural Network and Fuzzy Logic

Fuzzy control is based on fuzzy logic concepts and is used in complex process control systems. By analogy with traditional controls, systems based on fuzzy logic can be used to describe control mechanisms and participate in calculating the control action. This workshop will allow me to define the process of creating algorithms for a smart home in the field of remote work and the cyber security of employees. An artificial neural network is a mathematical model based on the principle of organization and functioning of biological neural networks. Artificial neural networks are successfully used in control and regulation systems, including for setting up automatic control systems.

Conclusion

Thus, the knowledge gained at this workshop will allow me to develop an AI training algorithm that improves remote employees’ work and maintains cybersecurity for the organization. With their help, programs are improved and whole systems are created that can automate, speed up, and simplify the work of a remote employee. The main research goal is to teach the system to make decisions independently in difficult situations the way a person does. The method involves processing data on the characteristics of security network devices to determine abnormal behavior.

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