Home Technology peripherals AI SD-WAN helps improve AI system performance

SD-WAN helps improve AI system performance

Apr 01, 2023 am 12:01 AM
AI ai

AI system is a system that utilizes artificial intelligence (AI) technology to perform complex tasks. To achieve rapid training and deployment of AI, a high-speed, stable, and secure network infrastructure is required to support it. Due to its complexity, inefficiency, expense, inflexibility and other shortcomings, traditional wide area networks (WAN) have been unable to meet the network requirements of AI. Therefore, software-defined wide area network (SD-WAN), as an emerging enterprise networking solution, is particularly important.

SD-WAN helps improve AI system performance

Artificial Intelligence (AI) is one of the most innovative and promising technologies today, and it can bring tremendous value and efficiency to all walks of life. An AI system is a system that utilizes artificial intelligence (AI) technology to perform complex tasks, such as speech recognition, image analysis, or autonomous driving. To achieve rapid training and deployment of AI, a high-speed, stable, and secure network infrastructure is needed to support it. Due to its complexity, inefficiency, expense, inflexibility and other shortcomings, traditional wide area networks (WAN) have been unable to meet the network requirements of AI. Therefore, software-defined wide area network (SD-WAN), as an emerging enterprise networking solution, is particularly important.

SD-WAN is a network technology that dynamically selects the best path to transmit data packets, thereby improving network performance and reliability. SD-WAN can provide AI systems with faster, more stable, more secure, more flexible, and more efficient network connections because it can automatically select the most appropriate transmission method based on real-time network conditions and application requirements. For example, if an AI system requires a large amount of data and computing resources from the cloud, SD-WAN can direct the traffic directly to the cloud service provider without going through a traditional data center. This reduces latency and congestion and improves user experience and efficiency.

SD-WAN can help the AI ​​system get the cloud computing and edge computing support it needs. These technologies can allow the AI ​​system to perform different tasks in different locations, thereby achieving distributed intelligence. For example, an autonomous driving system can perform real-time perception and decision-making tasks on the vehicle, coordination and control tasks on the edge device, and learning and optimization tasks in the cloud. SD-WAN can distribute traffic to the nearest or most appropriate cloud or edge node based on the characteristics of each task. This reduces cost and energy consumption and improves scalability and security.

Using SD-WAN to assist and improve AI system performance has the following main advantages:

• Improve user experience and efficiency: SD-WAN allows the AI ​​system to quickly obtain the required data and computing resources, thereby reducing latency and congestion and improving response speed and accuracy.

• Reduce costs and energy consumption: SD-WAN allows AI systems to utilize the most economical or nearest cloud or edge node to perform tasks, thereby saving bandwidth and equipment expenses and reducing energy consumption.

• Improved scalability and security: SD-WAN allows AI systems to easily adapt to changing needs at different scales or scenarios, with protection from SASE to prevent data leakage or system corruption.

Let’s give some practical examples to illustrate:

• An AI system that uses speech recognition and natural language processing technology needs to obtain a large amount of speech and text data from the cloud, analyze and deal with. SD-WAN can select the best network path and bandwidth based on the content and priority of data packets, thereby reducing latency and packet loss, and improving the accuracy and efficiency of speech recognition and natural language processing.

• An AI system that uses image analysis and machine learning technology needs to perform real-time image processing tasks at edge nodes and send the results to the cloud for storage or further analysis. SD-WAN can select the closest or strongest network connection based on the location and performance of edge nodes, thereby reducing network overhead and energy consumption and improving the speed and quality of image analysis and machine learning.

• An AI system using autonomous driving technology needs to perform complex navigation and control tasks inside the vehicle and interact with the external environment. SD-WAN can select the most reliable or secure network connection based on the vehicle's driving status and surrounding conditions, thereby reducing risks and interference and improving the safety and reliability of autonomous driving technology.

To sum up, with the empowerment of SD-WAN technology, the AI ​​experience in different scenarios will be smoother. So how to ensure the security of data access and transmission?

SASE is the abbreviation of Secure Access Service Edge. It is a network architecture that integrates SD-WAN and cloud security services. SASE secures SD-WAN and AI systems because it dynamically delivers the most appropriate security policies and controls based on the identity and context of users, devices, applications, and data. For example, if an AI system needs to access a sensitive cloud database, SASE can encrypt, authenticate, authorize, and audit the traffic to prevent data leakage or tampering. If an AI system encounters a network attack or abnormal behavior, SASE can detect, isolate, respond, and recover the traffic to prevent system crash or damage.

Today, many companies have begun to use SASE to improve their network and security capabilities. For example, Lingrui Lanxin's new generation data security (SASE) access platform exquisitely integrates SD-WAN network technology and network security technology to form a new architecture based on SD-WAN SD-Security , and modularizes network and security functions. Based on SD-WAN network capabilities such as dynamic routing, multi-link integration, load balancing, UDP/TCP optimization, etc., it aggregates ZTNA zero-trust access, DDOS protection, malicious code protection, NGFW firewall, Security functions such as DNS protection are orchestrated, controlled, and scheduled through the controller to meet customers' secure access needs in multiple scenarios. The underlying data transmission uses the SecHX independent controllable security encapsulation protocol, which not only ensures the security of data transmission but also improves Data transmission efficiency.

According to Gartner predictions, by 2024, at least 40% of enterprises will adopt the SASE architectural model to support their digital transformation. This shows that SASE is one of the important trends in future network and security development.

To sum up, SD-WAN, as a mature enterprise networking solution, has significant advantages in improving AI network performance and security. In the future, with the further development and integration of SD-WAN and AI technologies, more innovation and value will be generated in fields such as cloud computing and edge computing.

The above is the detailed content of SD-WAN helps improve AI system performance. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

How to solve the complexity of WordPress installation and update using Composer How to solve the complexity of WordPress installation and update using Composer Apr 17, 2025 pm 10:54 PM

When managing WordPress websites, you often encounter complex operations such as installation, update, and multi-site conversion. These operations are not only time-consuming, but also prone to errors, causing the website to be paralyzed. Combining the WP-CLI core command with Composer can greatly simplify these tasks, improve efficiency and reliability. This article will introduce how to use Composer to solve these problems and improve the convenience of WordPress management.

How to solve SQL parsing problem? Use greenlion/php-sql-parser! How to solve SQL parsing problem? Use greenlion/php-sql-parser! Apr 17, 2025 pm 09:15 PM

When developing a project that requires parsing SQL statements, I encountered a tricky problem: how to efficiently parse MySQL's SQL statements and extract the key information. After trying many methods, I found that the greenlion/php-sql-parser library can perfectly solve my needs.

How to solve the problem of PHP project code coverage reporting? Using php-coveralls is OK! How to solve the problem of PHP project code coverage reporting? Using php-coveralls is OK! Apr 17, 2025 pm 08:03 PM

When developing PHP projects, ensuring code coverage is an important part of ensuring code quality. However, when I was using TravisCI for continuous integration, I encountered a problem: the test coverage report was not uploaded to the Coveralls platform, resulting in the inability to monitor and improve code coverage. After some exploration, I found the tool php-coveralls, which not only solved my problem, but also greatly simplified the configuration process.

How to solve complex BelongsToThrough relationship problem in Laravel? Use Composer! How to solve complex BelongsToThrough relationship problem in Laravel? Use Composer! Apr 17, 2025 pm 09:54 PM

In Laravel development, dealing with complex model relationships has always been a challenge, especially when it comes to multi-level BelongsToThrough relationships. Recently, I encountered this problem in a project dealing with a multi-level model relationship, where traditional HasManyThrough relationships fail to meet the needs, resulting in data queries becoming complex and inefficient. After some exploration, I found the library staudenmeir/belongs-to-through, which easily installed and solved my troubles through Composer.

How to solve the complex problem of PHP geodata processing? Use Composer and GeoPHP! How to solve the complex problem of PHP geodata processing? Use Composer and GeoPHP! Apr 17, 2025 pm 08:30 PM

When developing a Geographic Information System (GIS), I encountered a difficult problem: how to efficiently handle various geographic data formats such as WKT, WKB, GeoJSON, etc. in PHP. I've tried multiple methods, but none of them can effectively solve the conversion and operational issues between these formats. Finally, I found the GeoPHP library, which easily integrates through Composer, and it completely solved my troubles.

How to solve the problem of virtual columns in Laravel model? Use stancl/virtualcolumn! How to solve the problem of virtual columns in Laravel model? Use stancl/virtualcolumn! Apr 17, 2025 pm 09:48 PM

During Laravel development, it is often necessary to add virtual columns to the model to handle complex data logic. However, adding virtual columns directly into the model can lead to complexity of database migration and maintenance. After I encountered this problem in my project, I successfully solved this problem by using the stancl/virtualcolumn library. This library not only simplifies the management of virtual columns, but also improves the maintainability and efficiency of the code.

Solve CSS prefix problem using Composer: Practice of padaliyajay/php-autoprefixer library Solve CSS prefix problem using Composer: Practice of padaliyajay/php-autoprefixer library Apr 17, 2025 pm 11:27 PM

I'm having a tricky problem when developing a front-end project: I need to manually add a browser prefix to the CSS properties to ensure compatibility. This is not only time consuming, but also error-prone. After some exploration, I discovered the padaliyajay/php-autoprefixer library, which easily solved my troubles with Composer.

git software installation tutorial git software installation tutorial Apr 17, 2025 pm 12:06 PM

Git Software Installation Guide: Visit the official Git website to download the installer for Windows, MacOS, or Linux. Run the installer and follow the prompts. Configure Git: Set username, email, and select a text editor. For Windows users, configure the Git Bash environment.

See all articles