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8F., No.55, Nanxing Road, Xizhi District, New Taipei City, 221, Taiwan

Tel +886-2-8646-2111
Email info@axiomtek.com.tw
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White Papers

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Choosing The Right Edge AI Hardware Architecture

Edge AI hardware selection should go beyond TOPS and peak performance figures. Real-world performance depends on how inference workloads, control logic, memory bandwidth, data movement, latency, power, and thermal behavior interact under deployment conditions. This whitepaper compares four hardware architecture approaches and uses YOLOv8 benchmark data to help engineers choose the most suitable platform for deployable edge AI systems.

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Enabling Critical Communication Solutions for the Transition to AIoT

Combining Artificial Intelligence (AI) with the Internet of Things (IoT) produces the Artificial Intelligence of Things (AIoT), a platform that empowers an intelligent network of connected devices to improve data collection and analysis. The potential benefits of using high-quality data for AI-powered decisions and performance optimization are enormous, but they are achievable only if AIoT is built on a solid foundation of proven communications technology.

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Harness the Power of AI to Enhance Passenger Safety and Maximize Operational Efficiency

Rail and transit passenger expectations for safety and security are higher than ever. Transit agencies that have regained their pre-pandemic ridership levels have made significant investments in vehicle cleanliness, platform and route security patrols, in-vehicle surveillance systems, and rolling stock maintenance, to name just a few. But are these investments enough to meet the expectations of the modern transit passenger?

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Taming the Complexity of Machine Vision AI: How The Right Edge Hardware Can Ease Integration

Industrial automation is now progressing rapidly with Industry 4.0 initiatives aiming to improve quality, efficiency, and productivity across various industries, from manufacturing and assembly to food and beverage, logistics, healthcare, and more.

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The transition from centralized to distributed system field configuration in industrial PC

In terms of industrial computing field configurations, system integrators, and end users prefer distributed systems over centralized systems, which can be seen in almost every application, especially in recent years. The transition brings advantages in many aspects and the following contents introduce them and provide a real case study.

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The first X86 AMR controller with a GMSL interface aims at heavy-duty with high-depth camera

In the rapidly expanding market of Autonomous Mobile Robots (AMRs), companies are vying for market share by releasing increasingly advanced and innovative vehicles. Axiomtek, one of the most innovative leaders in the industry, has set itself apart with a blue ocean strategy focused on heavy-duty AMRs for future use cases such as autonomous forklifts, excavators, and road rollers.

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Axiomtek achieves high-accuracy movement with DigiHub for AMR

According to Next Move Strategy Consulting, the global autonomous mobile robot (AMR) market is estimated to generate USD 22.15 billion by 2030. More than common applications in warehouse, hospital, or cleaning functions, Axiomtek’s Autonomous Mobile Robot (AMR) builder package transcends the scope in the past to the niche market of heavy-duty vehicles and expects to bring revolutionizing transformation to the industry.

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Intelligent Medical Solutions & Design Services

Technology advances have made medical equipment smarter than ever before, benefiting everyone from doctors to patients by making applications safer, more accessible, and more convenient. Now, the fast-growing healthcare market is being driven not only by the rising demand for medical products with powerful computing and AI capabilities but also by an increased need for solutions adaptable to the rapidly changing challenges faced by healthcare professionals. Axiomtek’s years of experience and solid expertise in the medical computing sector have made it a trusted partner for many top medical industry leaders.

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Pushing AI Vision to the Edge: Axiomtek’s AI Starter Kit

As Artificial Intelligence (AI) continues to evolve, manufacturers across multiple industries – from printed circuit board (PCB) assemblers identifying defective solder points to food processing companies checking for broken seals – are increasingly relying on machine vision and edge intelligence technologies to drive product quality. They need a highly efficient, AI-driven solution with advanced vision capabilities to boost inspection speed and accuracy, while still being able to keep costs under control. Deep learning, a set of specialized algorithms designed to teach computers how to see and understand visual inputs such as images and videos, is particularly suited for developing AI vision analytics to add intelligence to the production line. It can be deployed on machines to give them the ability to detect flaws, guide robots, and control manufacturing processes, becoming an appealing option for businesses striving to achieve the highest level of quality assurance for their products.

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Driving Intelligence at the Edge - Axiomtek’s Edge AI Solutions

While IoT allows enterprises to turn device data into actionable insights to optimize business processes and prevent problems, the ability to handle data in a timely, effective manner will determine whether an enterprise can fully enjoy the benefits of IoT. With numerous flows of data streamed from connected sensors and devices that are increasing by billion per year, it is only a matter of time that the enterprise clouds, growing slowly at an annual rate of thousands, will eventually be overwhelmed by enormous volumes of datasets which are beyond their capacity to digest.

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Managing Smart Cities' Mobility with Intelligent Technologies

The world’s urban population has grown by more than 25 percent since 2007, and is projected to represent 68 percent of humanity by 2050. This mass migration to large cities has altered the transportation landscape forever. To handle the influx of commuters, many large metropolitan areas began implementing intelligent transportation systems (ITS) as early as 2010. These platforms integrated data from traffic and surveillance cameras, parking systems, weather monitoring stations and other devices to provide better long-term insight into roadway infrastructure and mass transit systems.

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Enabling Smart Manufacturing: Axiomtek's Machine Vision Solutions

Machine vision plays a critical role in this Industry 4.0 revolution because it allows manufacturing facilities to generate a tremendous volume of image data during production operation, based on which manufacturers can make timely adjustments to streamline and optimize procedures. The ultimate goal is to help manufacturing industries achieve substantial increase in efficiency and accuracy.

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The Changing Face of Video Surveillance and Security in Mass Transit Systems

Video surveillance is a key ingredient of security systems, and it’s quickly transitioning from dumb camera systems to cloud-centric smart machines to fulfill safety requirements of vast metro systems. This white paper will take a closer look at the changing face of the transportation surveillance and security industry. And it will chronicle the transition from traditional surveillance systems comprising of cameras and antiquated tape backups to smart camera systems employing media servers and GPS trackers for processing real-time passenger information.

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Axiomtek's Digital Signage Players and Modules

The highly diversifying digital signage industry is expected to retain its growth momentum in the coming years as digital signage continues to stretch across a broader range of sectors worldwide. From public transportation to commercial operations to campus and corporate facilities, digital signage applications like large signboards, video walls, smart displays, interactive kiosks and whiteboards are more widely used than ever before. Of all the markets driving the prevalence of digital signage, education and retail remain in the spotlight, thanks to the increased implementation of digital signage solutions in both segments following a rising demand for relevant applications.

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Intelligent Power Management

Axiomtek has committed to providing reliable power protection solutions for its industrial PC products, which are deployed in mission critical environments for applications such as on-board mass transit surveillance, factory automation or rugged outdoor applications where highly reliable computers are the key to the continuity of operations. In many industrial processes, the continuity of power supply is required 24/7. The power source needs to be regulated and protected to prevent loss of important information or costly downtime, for example in a production line environment. The computers used to control the operations should be ready to predict and respond quickly to a sudden power failure. Many of Axiomtek’s embedded motherboards and systems offer the IPM feature to combat power fluctuation issues. The Intelligent Power Management (IPM) functionality is integrated into the CPU motherboard or offered as a separate module. In this article, the focus will be on the general hardware structure and functionality of the IPM unit utilized in transportation embedded systems designed by Axiomtek. We will also showcase the ease of use of the system’s utilities, e.g. setting changes through the BIOS or OS.

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Predictive Maintenance Solutions

While industrial manufacturers running different types of plants and facilities may have their individual production priorities and focuses, how to maximize the operating life and productivity of their machinery has always been at the core of factory floor management. Because the smooth running of a manufacturing plant is heavily dependent on the proper functionality of its machines, when a machine comes offline due to an unexpected malfunction or breakdown, it can lead to equipment shutdown and disruptions to normal operations, costing organizations tremendous downtime and losses, which is why plant managers need an effective maintenance approach to help discover and fix issues promptly before they develop into actual failures. Implementing the right maintenance program allows manufacturers to make sure that their factory assets stay in perfect health and are running at their best to retain optimum output capacity, saving on both costly unplanned downtime and repairs.

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Trends in Factory Automation: The Internet of Things

Factory automation technology is entering a period of rapid change and technical advances designed to improve operations. Factory processes will be more efficient with higher reliability and better quality output. Requirements for operator intervention in manual settings or in open control loops will become increasingly rare and even closed loop controls will change as intelligent sensors and universal connectivity become commonplace. Fast networks will allow factory data to be available outside the plant in real time and secure networks will replace present-day slow, insecure communications.

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Transportation Industry Trends - Improved Surveillance Technology for Mass Transit across the Globe

September 11, 2001 changed the face of security not only in the United States, but in other countries as well. The world has seen an increasing number of security threats, and most of these acts of terrorism focus on areas with the biggest payload. These areas have millions of potential victims, an open environment, and hundreds of escape routes for the attackers. One area that has seen increase in security risk and technology changes is mass transit systems.