This document describes a proposed vulnerability management system (VMS) that aims to automate the process of scanning software applications to identify vulnerabilities. The proposed system uses a hybrid algorithm approach that incorporates features from existing vulnerability detection tools and algorithms. The algorithm involves five main phases: inspection, scanning, attack detection, analysis, and reporting. The algorithm is intended to increase the accuracy of vulnerability detection compared to existing systems. The proposed VMS system and hybrid algorithm were tested using various vulnerability scanning tools on virtual machines, and results demonstrated that the VMS could automate the vulnerability assessment process and generate reports on detected vulnerabilities with severity levels. The main limitation is that scans using the VMS may take more time than some existing tools.
Routine Detection Of Web Application Defence FlawsIJTET Journal
Abstract— The detection process for security vulnerabilities in ASP.NET websites / web applications is a complex one, most of the code is written by somebody else and there is no documentation to determine the purpose of source code. The characteristic of source code defects generates major web application vulnerabilities. The typical software faults that are behind of web application vulnerabilities, taking into different programming languages. To analyze their ability to prevent security vulnerabilities ASP.NET which is part of .NET framework that separate the HTML code from the programming code in two files, aspx file and another for the programming code. It depends on the compiled language (Visual Basic VB, C sharp C#, Java Script). Visual Basic and C# are the most common languages using with ASP.NET files, and these two compiled languages are in the construction of our proposed algorithm in addition to aspx files. The hacker can inject his malicious as a input or script that can destroy the database or steal website files. By using scanning tool the fault detection process can be done. The scanning process inspects three types of files (aspx, VB and C#). then the software faults are identified. By using fault recovery process the prepared replacement statement technique is used to detect the vulnerabilities and recover it with high efficiency and it provides suggestion then the report is generated then it will help to improve the overall security of the system.
Routine Detection Of Web Application Defence FlawsIJTET Journal
Abstract— The detection process for security vulnerabilities in ASP.NET websites / web applications is a complex one, most of the code is written by somebody else and there is no documentation to determine the purpose of source code. The characteristic of source code defects generates major web application vulnerabilities. The typical software faults that are behind of web application vulnerabilities, taking into different programming languages. To analyze their ability to prevent security vulnerabilities ASP.NET which is part of .NET framework that separate the HTML code from the programming code in two files, aspx file and another for the programming code. It depends on the compiled language (Visual Basic VB, C sharp C#, Java Script). Visual Basic and C# are the most common languages using with ASP.NET files, and these two compiled languages are in the construction of our proposed algorithm in addition to aspx files. The hacker can inject his malicious as a input or script that can destroy the database or steal website files. By using scanning tool the fault detection process can be done. The scanning process inspects three types of files (aspx, VB and C#). then the software faults are identified. By using fault recovery process the prepared replacement statement technique is used to detect the vulnerabilities and recover it with high efficiency and it provides suggestion then the report is generated then it will help to improve the overall security of the system.
Running head UNPATCHED CLIENT SOFTWAREUNPATCHED CLIENT SOFTWARE.docxtodd521
Running head: UNPATCHED CLIENT SOFTWARE
UNPATCHED CLIENT SOFTWARE
Unpatched Client Software
Abstract
The best laid plans never make it through actual contact with the enemy; the same goes for defending networks. This paper examines how unpatched client software can significantly affect organizations. How many times have people ignored the update notification on their systems? How would an everyday user know that the update they are ignoring is critical to the security of their system? There are factors that come with patching a system that for some reason organizations are not understanding. As a result, their systems are being exploited by out of date exploits that should not be an issue. In addition, the paper also offers solutions to reduce vulnerabilities. The intent is to reduce attack vectors for adversaries and to deter them by making entering the network so agonizing that they decide to find a new target.
Information Technology (IT) managers are faced with an ever changing battleground; a battleground that is both logical and physical. This field is inundated by threats and vulnerabilities that must be mitigated or prevented by IT managers; there is also a fundamental difference between threats and vulnerabilities, which will be discussed later. Though several threats and vulnerabilities will be discussed, the single most important cybersecurity vulnerability facing IT managers today is unpatched client software. Methods for prevention of exploitation of vulnerabilities, and potential financial losses will be examined as well.
First, defining a threat: threats to systems involve deliberate malicious intent, sabotage, or human error (Vacca, 2013, p.380). In other words, a threat is an outside source propagating itself to vulnerable systems. Threats give rise to security risks by exploiting weaknesses. For example, a famous cyber attack conducted by Russia on Georgia in 2008. Russian zombie computers conducted distributed denial of service attacks (DDOS) on Georgia’s servers (Dinicu, 2014, p.111). The threat in this case is Russia having deliberate malicious intent to degrade or deny Georgia’s networks. In addition, the DDOS attack exploited the vulnerable server’s in Georgia that could not mitigate the unprecedented amount of fake requests being sent.
Another instance of a well-known cyber threat is Stuxnet, which was a worm that was used in 2010. This malware was believed to be backed by a nation state because of its sophistication. The worm targeted Iran’s industrial facilities that were connected to its nuclear program (Fildes, 2015). The worm targeted the specific programmable logic control software that controlled uranium enrichment centrifuges.
The image above explains how Stuxnet operates (Kushner, 2013).
Stuxnet was one of the largest threats to systems, and there are still variants of it out on the internet. The takeaway here is that Stuxnet was a threat because of it’s deliberate .
Web Applications Assessment Tools: Comparison and DiscussionEECJOURNAL
Recently web applications have proliferated rapidly, with the world increasingly dependent on financial transactions, purchasing, billing, education, medicine, and many more. But the security of these applications is worrying because it directly affects the end-user. Therefore, it is necessary to detect security vulnerabilities in those applications that may cause significant user problems. Most commonly used approach to detect those vulnerabilities are assessments tools like web scanners. This paper will focus on usage of these web scanners and their related methodology to detect the various vulnerabilities in web applications and then compare these scanners depending on results.
Running Head RISK, THREAT AND VULNERABILITY MANAGEMENT .docxjeanettehully
Running Head: RISK, THREAT AND VULNERABILITY MANAGEMENT 1
RISK, THREAT AND VULNERABILITY MANAGEMENT 2
Risk, Threat and Vulnerability Management
1. Introduction
A general review of threats and vulnerabilities on IT systems was carried out by an American based company known as Para Delta that deals with information technology and sells electronic software. This was done in order to assist the firms to come up with effective security control measures which reduce the risk and threats on the IT networks. Para Delta Company developed procedures through which threat and vulnerability can be managed. The management steps provide emphasis on advance action of network security tasks such as insertion testing. Some automatic systems have advanced antivirus software installed in them, which are not able to identify the specific security threat and vulnerability even though they are capable of detecting dangers. The Para Delta came up with solutions to these threats by creating a threat intelligence foundation that combines human capability and data-driven intersection. Cyber-attacks and risk management are done by first assessing vulnerabilities that help to identify the common threats and the magnitude of their effects on the manufacturing environment. The right set of security arrangements and risk management procedures are required to avoid cybersecurity vulnerabilities that pose serious threats to IT networks. The company found out that there is a need to develop guidelines and techniques which avail adequate information security to secure the operating system. By protecting the information and information systems create an affirmative foundation for strong information. This initiative helps to mitigate risks on the IT networks by protecting it from unauthorized access or destruction. Frameworks given by IT security procedures provide management to the information technology and governance. Frameworks also acknowledge IT governance objectives and good actions by the IT process. Companies are required to develop policies on the planning processes of information security systems, which again require plans of action for implementing security controls. This makes it possible for the provision of a more confidential information system and its availability.
2. The Analysis of Security Baseline
The analysis was carried out by the Para Delta Company through the identification of various procedures, security requirements, the security attacks to the enterprise network control systems, and network infrastructure with security posture components.
2.1. Security requirements and goals
The Para Delta Company carried out an analysis of security baseline through which the identification of various security necessities and results were listed for the preparation of any action of security baseline. The company found out that for strong networks of IT control system to be achieved ...
Running Head RISK, THREAT AND VULNERABILITY MANAGEMENT .docxtodd521
Running Head: RISK, THREAT AND VULNERABILITY MANAGEMENT 1
RISK, THREAT AND VULNERABILITY MANAGEMENT 2
Risk, Threat and Vulnerability Management
1. Introduction
A general review of threats and vulnerabilities on IT systems was carried out by an American based company known as Para Delta that deals with information technology and sells electronic software. This was done in order to assist the firms to come up with effective security control measures which reduce the risk and threats on the IT networks. Para Delta Company developed procedures through which threat and vulnerability can be managed. The management steps provide emphasis on advance action of network security tasks such as insertion testing. Some automatic systems have advanced antivirus software installed in them, which are not able to identify the specific security threat and vulnerability even though they are capable of detecting dangers. The Para Delta came up with solutions to these threats by creating a threat intelligence foundation that combines human capability and data-driven intersection. Cyber-attacks and risk management are done by first assessing vulnerabilities that help to identify the common threats and the magnitude of their effects on the manufacturing environment. The right set of security arrangements and risk management procedures are required to avoid cybersecurity vulnerabilities that pose serious threats to IT networks. The company found out that there is a need to develop guidelines and techniques which avail adequate information security to secure the operating system. By protecting the information and information systems create an affirmative foundation for strong information. This initiative helps to mitigate risks on the IT networks by protecting it from unauthorized access or destruction. Frameworks given by IT security procedures provide management to the information technology and governance. Frameworks also acknowledge IT governance objectives and good actions by the IT process. Companies are required to develop policies on the planning processes of information security systems, which again require plans of action for implementing security controls. This makes it possible for the provision of a more confidential information system and its availability.
2. The Analysis of Security Baseline
The analysis was carried out by the Para Delta Company through the identification of various procedures, security requirements, the security attacks to the enterprise network control systems, and network infrastructure with security posture components.
2.1. Security requirements and goals
The Para Delta Company carried out an analysis of security baseline through which the identification of various security necessities and results were listed for the preparation of any action of security baseline. The company found out that for strong networks of IT control system to be achieved.
What is the process of Vulnerability Assessment and Penetration Testing.pdfElanusTechnologies
Elanus Technologies is the Best Vulnerability Assessment and Penetration Testing Company in India providing intelligent cyber security and VAPT services on Web, Mobile, Network and Thick Client.
https://www.elanustechnologies.com/vapt.php
Web app penetration testing best methods tools usedZoe Gilbert
Read this blog to know the best methodologies of web app penetration testing and tools to gain real-world insights by keeping untrusted data separate from commands and queries, with improved access control.
A Comparative Study between Vulnerability Assessment and Penetration TestingYogeshIJTSRD
The Internet has drastically changed in the past decade. Now internet has more business than before and therefore there is a increase in Advanced Persistent Threat groups and Adversaries. After all the advancement in technology and innovation Web application Security is still a challenge for most of the organization all over the world, Because every time APT’s groups and Threat actors uses different Tactics Techniques and Procedure TTPs for exploiting any organization. There can be many techniques to mitigate such attacks such as defensive coding, hardening system firewall, implementing IDS and IPS using of SIEM tools etc. The solution contains monitoring different logs, events and regular assessment of organizations network which is known as Vulnerability Assessment which is a generalized or a sequenced review of a security system and the other one is penetration testing also known popularly as ethical hacking or red teaming assessment where the client’s poses themselves as real Hackers and try to penetrate into the company’s network to check if it’s really secure or not.In this paper we will be comparing these two methods and techniques and also decide at the end which of the above two method is more superior and why. Sharique Raza | Feon Jaison "A Comparative Study between Vulnerability Assessment and Penetration Testing" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-3 , April 2021, URL: https://www.ijtsrd.com/papers/ijtsrd41145.pdf Paper URL: https://www.ijtsrd.com/engineering/computer-engineering/41145/a-comparative-study-between-vulnerability-assessment-and-penetration-testing/sharique-raza
Recent studies have shown that 90% of security breaches involve a software vulnerability caused by a missing patch – even if the patch is made available to the public.
Many organizations do not realize that a vulnerable system connected to the enterprise network potentially puts the entire organization to risk by being an easy target for cyber-attacks. Many service providers scan the network and provide a comprehensive report of the vulnerabilities existing in endpoint systems. However, they do not take the next step to remove the vulnerabilities.
Read this whitepaper to know how SecPod's Saner ensures enterprise security by remediating vulnerabilities in the endpoints. Saner is a light-weight, enterprise grade, scalable solution that hardens your systems; providing protection from malware & security threats
Secure intrusion detection and countermeasure selection in virtual system usi...eSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Running head UNPATCHED CLIENT SOFTWAREUNPATCHED CLIENT SOFTWARE.docxtodd521
Running head: UNPATCHED CLIENT SOFTWARE
UNPATCHED CLIENT SOFTWARE
Unpatched Client Software
Abstract
The best laid plans never make it through actual contact with the enemy; the same goes for defending networks. This paper examines how unpatched client software can significantly affect organizations. How many times have people ignored the update notification on their systems? How would an everyday user know that the update they are ignoring is critical to the security of their system? There are factors that come with patching a system that for some reason organizations are not understanding. As a result, their systems are being exploited by out of date exploits that should not be an issue. In addition, the paper also offers solutions to reduce vulnerabilities. The intent is to reduce attack vectors for adversaries and to deter them by making entering the network so agonizing that they decide to find a new target.
Information Technology (IT) managers are faced with an ever changing battleground; a battleground that is both logical and physical. This field is inundated by threats and vulnerabilities that must be mitigated or prevented by IT managers; there is also a fundamental difference between threats and vulnerabilities, which will be discussed later. Though several threats and vulnerabilities will be discussed, the single most important cybersecurity vulnerability facing IT managers today is unpatched client software. Methods for prevention of exploitation of vulnerabilities, and potential financial losses will be examined as well.
First, defining a threat: threats to systems involve deliberate malicious intent, sabotage, or human error (Vacca, 2013, p.380). In other words, a threat is an outside source propagating itself to vulnerable systems. Threats give rise to security risks by exploiting weaknesses. For example, a famous cyber attack conducted by Russia on Georgia in 2008. Russian zombie computers conducted distributed denial of service attacks (DDOS) on Georgia’s servers (Dinicu, 2014, p.111). The threat in this case is Russia having deliberate malicious intent to degrade or deny Georgia’s networks. In addition, the DDOS attack exploited the vulnerable server’s in Georgia that could not mitigate the unprecedented amount of fake requests being sent.
Another instance of a well-known cyber threat is Stuxnet, which was a worm that was used in 2010. This malware was believed to be backed by a nation state because of its sophistication. The worm targeted Iran’s industrial facilities that were connected to its nuclear program (Fildes, 2015). The worm targeted the specific programmable logic control software that controlled uranium enrichment centrifuges.
The image above explains how Stuxnet operates (Kushner, 2013).
Stuxnet was one of the largest threats to systems, and there are still variants of it out on the internet. The takeaway here is that Stuxnet was a threat because of it’s deliberate .
Web Applications Assessment Tools: Comparison and DiscussionEECJOURNAL
Recently web applications have proliferated rapidly, with the world increasingly dependent on financial transactions, purchasing, billing, education, medicine, and many more. But the security of these applications is worrying because it directly affects the end-user. Therefore, it is necessary to detect security vulnerabilities in those applications that may cause significant user problems. Most commonly used approach to detect those vulnerabilities are assessments tools like web scanners. This paper will focus on usage of these web scanners and their related methodology to detect the various vulnerabilities in web applications and then compare these scanners depending on results.
Running Head RISK, THREAT AND VULNERABILITY MANAGEMENT .docxjeanettehully
Running Head: RISK, THREAT AND VULNERABILITY MANAGEMENT 1
RISK, THREAT AND VULNERABILITY MANAGEMENT 2
Risk, Threat and Vulnerability Management
1. Introduction
A general review of threats and vulnerabilities on IT systems was carried out by an American based company known as Para Delta that deals with information technology and sells electronic software. This was done in order to assist the firms to come up with effective security control measures which reduce the risk and threats on the IT networks. Para Delta Company developed procedures through which threat and vulnerability can be managed. The management steps provide emphasis on advance action of network security tasks such as insertion testing. Some automatic systems have advanced antivirus software installed in them, which are not able to identify the specific security threat and vulnerability even though they are capable of detecting dangers. The Para Delta came up with solutions to these threats by creating a threat intelligence foundation that combines human capability and data-driven intersection. Cyber-attacks and risk management are done by first assessing vulnerabilities that help to identify the common threats and the magnitude of their effects on the manufacturing environment. The right set of security arrangements and risk management procedures are required to avoid cybersecurity vulnerabilities that pose serious threats to IT networks. The company found out that there is a need to develop guidelines and techniques which avail adequate information security to secure the operating system. By protecting the information and information systems create an affirmative foundation for strong information. This initiative helps to mitigate risks on the IT networks by protecting it from unauthorized access or destruction. Frameworks given by IT security procedures provide management to the information technology and governance. Frameworks also acknowledge IT governance objectives and good actions by the IT process. Companies are required to develop policies on the planning processes of information security systems, which again require plans of action for implementing security controls. This makes it possible for the provision of a more confidential information system and its availability.
2. The Analysis of Security Baseline
The analysis was carried out by the Para Delta Company through the identification of various procedures, security requirements, the security attacks to the enterprise network control systems, and network infrastructure with security posture components.
2.1. Security requirements and goals
The Para Delta Company carried out an analysis of security baseline through which the identification of various security necessities and results were listed for the preparation of any action of security baseline. The company found out that for strong networks of IT control system to be achieved ...
Running Head RISK, THREAT AND VULNERABILITY MANAGEMENT .docxtodd521
Running Head: RISK, THREAT AND VULNERABILITY MANAGEMENT 1
RISK, THREAT AND VULNERABILITY MANAGEMENT 2
Risk, Threat and Vulnerability Management
1. Introduction
A general review of threats and vulnerabilities on IT systems was carried out by an American based company known as Para Delta that deals with information technology and sells electronic software. This was done in order to assist the firms to come up with effective security control measures which reduce the risk and threats on the IT networks. Para Delta Company developed procedures through which threat and vulnerability can be managed. The management steps provide emphasis on advance action of network security tasks such as insertion testing. Some automatic systems have advanced antivirus software installed in them, which are not able to identify the specific security threat and vulnerability even though they are capable of detecting dangers. The Para Delta came up with solutions to these threats by creating a threat intelligence foundation that combines human capability and data-driven intersection. Cyber-attacks and risk management are done by first assessing vulnerabilities that help to identify the common threats and the magnitude of their effects on the manufacturing environment. The right set of security arrangements and risk management procedures are required to avoid cybersecurity vulnerabilities that pose serious threats to IT networks. The company found out that there is a need to develop guidelines and techniques which avail adequate information security to secure the operating system. By protecting the information and information systems create an affirmative foundation for strong information. This initiative helps to mitigate risks on the IT networks by protecting it from unauthorized access or destruction. Frameworks given by IT security procedures provide management to the information technology and governance. Frameworks also acknowledge IT governance objectives and good actions by the IT process. Companies are required to develop policies on the planning processes of information security systems, which again require plans of action for implementing security controls. This makes it possible for the provision of a more confidential information system and its availability.
2. The Analysis of Security Baseline
The analysis was carried out by the Para Delta Company through the identification of various procedures, security requirements, the security attacks to the enterprise network control systems, and network infrastructure with security posture components.
2.1. Security requirements and goals
The Para Delta Company carried out an analysis of security baseline through which the identification of various security necessities and results were listed for the preparation of any action of security baseline. The company found out that for strong networks of IT control system to be achieved.
What is the process of Vulnerability Assessment and Penetration Testing.pdfElanusTechnologies
Elanus Technologies is the Best Vulnerability Assessment and Penetration Testing Company in India providing intelligent cyber security and VAPT services on Web, Mobile, Network and Thick Client.
https://www.elanustechnologies.com/vapt.php
Web app penetration testing best methods tools usedZoe Gilbert
Read this blog to know the best methodologies of web app penetration testing and tools to gain real-world insights by keeping untrusted data separate from commands and queries, with improved access control.
A Comparative Study between Vulnerability Assessment and Penetration TestingYogeshIJTSRD
The Internet has drastically changed in the past decade. Now internet has more business than before and therefore there is a increase in Advanced Persistent Threat groups and Adversaries. After all the advancement in technology and innovation Web application Security is still a challenge for most of the organization all over the world, Because every time APT’s groups and Threat actors uses different Tactics Techniques and Procedure TTPs for exploiting any organization. There can be many techniques to mitigate such attacks such as defensive coding, hardening system firewall, implementing IDS and IPS using of SIEM tools etc. The solution contains monitoring different logs, events and regular assessment of organizations network which is known as Vulnerability Assessment which is a generalized or a sequenced review of a security system and the other one is penetration testing also known popularly as ethical hacking or red teaming assessment where the client’s poses themselves as real Hackers and try to penetrate into the company’s network to check if it’s really secure or not.In this paper we will be comparing these two methods and techniques and also decide at the end which of the above two method is more superior and why. Sharique Raza | Feon Jaison "A Comparative Study between Vulnerability Assessment and Penetration Testing" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-3 , April 2021, URL: https://www.ijtsrd.com/papers/ijtsrd41145.pdf Paper URL: https://www.ijtsrd.com/engineering/computer-engineering/41145/a-comparative-study-between-vulnerability-assessment-and-penetration-testing/sharique-raza
Recent studies have shown that 90% of security breaches involve a software vulnerability caused by a missing patch – even if the patch is made available to the public.
Many organizations do not realize that a vulnerable system connected to the enterprise network potentially puts the entire organization to risk by being an easy target for cyber-attacks. Many service providers scan the network and provide a comprehensive report of the vulnerabilities existing in endpoint systems. However, they do not take the next step to remove the vulnerabilities.
Read this whitepaper to know how SecPod's Saner ensures enterprise security by remediating vulnerabilities in the endpoints. Saner is a light-weight, enterprise grade, scalable solution that hardens your systems; providing protection from malware & security threats
Secure intrusion detection and countermeasure selection in virtual system usi...eSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...Amil Baba Dawood bangali
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Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Democratizing Fuzzing at Scale by Abhishek Aryaabh.arya
Presented at NUS: Fuzzing and Software Security Summer School 2024
This keynote talks about the democratization of fuzzing at scale, highlighting the collaboration between open source communities, academia, and industry to advance the field of fuzzing. It delves into the history of fuzzing, the development of scalable fuzzing platforms, and the empowerment of community-driven research. The talk will further discuss recent advancements leveraging AI/ML and offer insights into the future evolution of the fuzzing landscape.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.