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  1. Mar 22, 2022 · Kumar et al. proposed a novel identification system using computer vision and image preprocessing algorithm on muzzle point feature. Later, the interest points are detected using the scale-invariant feature transform (SIFT).

    • What Is A Software Architecture?
    • Types of Software Architecture Patterns
    • Choosing The Right Architecture
    • Conclusion

    Software Architecture is a high-level structure of the software system that includes the set of rules, patterns, and guidelines that dictate the organization, interactions, and the component relationships. It serves as blueprint ensuring that the system meets its requirements and it is maintainable and scalable. 1. Modularity: Software Architecture...

    1. Layered Architecture Pattern

    As the name suggests, components(code) in this pattern are separated into layers of subtasks and they are arranged one above another. Each layer has unique tasks to do and all the layers are independent of one another. Since each layer is independent, one can modify the code inside a layer without affecting others. It is the most commonly used pattern for designing the majority of software. This layer is also known as ‘N-tier architecture’. Basically, this pattern has 4 layers. 1. Presentatio...

    2. Client-Server Architecture Pattern

    The client-server pattern has two major entities. They are a server and multiple clients. Here the server has resources(data, files or services) and a client requests the server for a particular resource. Then the server processes the request and responds back accordingly. Advantages: 1. Centralized Management: Servers can centrally manage resources, data, and security policies, thus simplifying the maintenance. 2. Scalability: Servers can be scaled up to handle increased client requests. 3....

    3. Event-Driven Architecture Pattern

    Event-Driven Architecture is an agile approach in which services (operations) of the software are triggered by events. When a user takes action in the application built using the EDA approach, a state change happens and a reaction is generated that is called an event. Example: A new user fills the signup form and clicks the signup button on Facebook and then a FB account is created for him, which is an event. Advantages: 1. Scalability: System can scale horizontally by adding more consumers....

    Here are some key considerations to help choose the right architecture pattern: 1. Scalability: How well the system need to scale with the increasing load? 2. Performance: Are there any specific performance requirements such as low latency? 3. Availability: Does the system need to be fault-tolerant? 4. Security: What are the security requirements o...

    In conclusion, software architecture patterns are essential for designing software that meets specific needs and challenges. The Layered Pattern is great for e-commerce sites with its clear separation of tasks. The Client-Server Pattern works well for centralized resources like email and banking systems. The Event-Driven Pattern is perfect for appl...

  2. Jun 4, 2022 · This project aims to initiate the very first step of an individual cattle identification system. Coupled with computer engineer and software development capacity, the optimal model, VGG16_BN, can be installed into a computer vision system to livestream cattle muzzles.

  3. Jun 27, 2024 · Software architecture is the process of defining the high-level structure and organization of a software system. It involves identifying and selecting the right components, deciding how they...

  4. Oct 1, 2017 · The muzzle point image pattern is a primary animal biometric characteristic for the recognition of individual cattle. It is similar to the identification of minutiae points in human fingerprints.

    • Santosh Kumar, Sanjay Kumar Singh, Amit Kumar Singh
    • 26
    • 2017
    • 01 October 2017
  5. CONCLUSION. This paper presents a non-invasive method for cattle identifi-cation based on deep learning and muzzle matching. Our model stands out for its exceptional accuracy, offering a practical tool for various applications, including insurance fraud prevention and livestock trading.

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  7. Apr 27, 2019 · This post covers some general ideas on software architecture, with a specific focus on the boundaries between different parts of the system. Architecture is about boundaries. In essence, a system’s architecture is what defines the shape of the system.

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