기존 데이터 센터나 클라우드에만 존재하던 데이터 및 분석사항이 엣지로 이동하며, 이것은 산업 애플리케이션이 자동화에서 자율성으로 옮겨가고 있다는 것을 나타냅니다. 그렇지만 산업용 PC 제조업체에서 제공하는 엣지 AI 플랫폼이 그다지 많지 않은 이유는 무엇일까요? AI가 탑재된 산업용 PC를 현장에 배포하는 경우에 여러 난제가 있기 때문입니다.

산업용 PC에 AI를 통합하는 것은 편견, 피로, 감정의 영향을 받지 않으면서도 인간 두뇌의 학습 및 추론 능력을 구현하는 것과 같습니다. 이 통합으로 효율성, 정확성, 생산성을 향상시킬 수 있는 지능이 제공됩니다.

기존의 소형인데다 통풍이 잘 되지 않는 임베디드 인클로저에 GPU 카드 또는 그래픽 카드를 추가하면 시스템의 열, 전력 공급 및 설치 균형이 깨집니다.

따라서 산업용 PC는 다양한 환경 상황에서 24시간 내내 최적의 시스템 성능을 유지할 수 있도록 CPU/ GPU/ 부품 방열, 회로 기판 레이아웃, 브래킷 메커니즘, 간섭 분리/ 격리 및 인클로저 인프라가 일관되고 원활하게 작동하도록 세심하게 설계되어야 합니다.

엣지 컴퓨터는 인체와 마찬가지로 변동 온도/극한의 온도, 먼지, 액체, 습도, 염분 등과 같은 환경적 요인에 영향을 받습니다. 그리고 전력 공급 수용은 다양한 작업을 유지하는 데 필수적인 식량 공급원과 같은 역할을 합니다.

따라서 산업용 PC는 다양한 환경 상황에서 24시간 내내 최적의 시스템 성능을 유지할 수 있도록 CPU/ GPU/ 부품 방열, 회로 기판 레이아웃, 브래킷 메커니즘, 간섭 분리/ 격리 및 인클로저 인프라가 일관되고 원활하게 작동하도록 세심하게 설계되어야 합니다.

인체가 과열되는 경우에 체온 조절을 위해 열을 발산하는데, 이는 산업용 PC도 마찬가지입니다. 산업용 PC에 맞는 잘 설계되고 효과적인 방열은 수명, 안정성 및 성능에 필수사항입니다. 온도 외에도 충격/진동과 같은 다른 요인도 설치에 영향을 미치며 먼지, 액체, 습기가 내부 부품에 스며들면 영향을 미칠 수 있습니다.

광범위한 DC 입력 수용 범위는 시스템의 운영 및 배포 실행 가능성에 필수사항입니다. 광범위하게 DC 입력을 수용하게 되면 시스템에 전력을 공급하는 전압 특이성이 낮아져 다양한 시나리오에서 호환성과 유연성이 향상되므로 더 많은 배포 가능성이 열립니다.

이제 환경적 요인과 전력 공급의 영향을 제거하여 필요에 맞는 GPU 카드를 설치함으로써 산업용 PC의 스마트 정도를 결정할 수 있습니다. AI의 경우, GPU 카드의 통합으로 AI 학습 및 추론 기능을 구현할 수 있으며, 처리 능력을 나타내는 TFLOPS(초당 1조 부동소수점 연산)는 한 자리 수부터 수백 자리 수까지 다양합니다. 하지만 처리 능력이 높을수록 열이 더 많이 발생한다는 점을 잊지 마십시오. 따라서 30W에서 최대 250W의 전력 소비를 보이는 다양한 성능 등급의 GPU 카드를 사용할 수 있으며, 필요에 따라 하나 또는 두 개를 설치할 수 있습니다.

GPU 카드를 추가하면 산업용 PC의 AI 기능을 사용할 수 있지만 냉각, 설치 및 전원 공급 측면에서 기존의 환경이 까다로운 시스템이 더 복잡해집니다. 산업용 PC에 AI를 통합한 선구자 중 하나인 Neousys Technology는 배포 및 애플리케이션 필요에 맞는 첨단 GPU 카드에 대한 진입 지원을 포함하여 광범위한 현장 테스트를 거친 산업용 PC를 제공합니다.

Unlike general purpose computers—such as desktops used at homes or in offices, Industrial computers are special breeds of personal computers (PCs) deployed or embedded in an automatic/autonomous system to provide the niche computing power for collecting and analyzing data and enabling control / monitoring of the system as well as M2M and human-machine communications.

The most advanced such systems, with Machine Learning and Artificial Intelligence (AI) capabilities, command high degree of autonomy and require least human intervention in process. Some people see them as the enabler of The 5th Industrial Revolution which marks the paradigm shift from IoT to AIoT.

These industrial computers, or IPCs, could be embedded in the wind turbines situated in a desert or a seashore area exposed to enormous day-night temperature difference and other negative environmental factors. Or, they could be embedded in an outdoor system controlling or monitoring energy/power/sewage/transportation facilities and have to withstand harsh and variable weather conditions.

Some of them could be installed in rolling stock or wayside apparatuses susceptible to extreme shocks and vibrations as well as high voltage and electro-magnetic interference. Some of them have AI capabilities and are deployed for driverless vehicles--including autonomous cars and planes--and have to conquer all the extreme situations on the road or in the air.

Some IPCs are embedded in medical apparatuses that must observe the aseptic and hygiene standards for operating rooms. And some could be used in high-end smart factories like semiconductor fabs where clean rooms are 100 times cleaner than a hospital operating room for protecting silicon wafers from ambient contamination.

Therefore, computers made for industrial purposes must fulfill the following features and satisfy the demands of their applications:

• Industrial computers must be made with higher level of rugged designs than normal PCs to provide reliable and stable operations in their application environments that might contain extreme harsh conditions and require 24/7 ceaseless operations. IPCs usually have a wider operating temperature range, higher capabilities in resisting shocks, vibrations, humidity, dust, salt, acid, voltage, electro-magnetic interference, adverse weather, or any other kind of negative environmental factors depending on their application settings and scenarios.
• Industrial computers not only have to maintain compliance with the standards of their domain computers but also often have to observe the industrial standards or regulations in their vertical markets to fulfill application demands and interoperability with other system components.
• For example, computers used for military or defense purposes usually follow the military standards issued by the U.S. Department of Defense (called "MIL-STD" or "MIL-SPEC") in providing interoperability, SWaP (size, weight and power) optimized and rugged platforms ready for quick deployment with off-the-shelf products.
• Industrial computers must have special I/O designs for connecting to different sensors and devices in their purposed application system. Different applications usually have their own I/O emphases. For example, computers used in factory automation usually require serial ports like RS232/422/485 for supporting Modbus/Fieldbus serial communication protocols, or LAN ports for supporting Ethernet, which are rarely seen in commercial computers. Besides, computers used for controlling digital signage would require greater variety in image input/output ports for displaying high quality images, and expansion slots for boosting graphic processing performance. Richer and more versatile I/O designs would usually increase flexibility and expandability for system deployment and deliver greater economic benefits to customers.

We would like to discuss the prerequisites into two directions, hardware specifications and environmental factors. Let’s start with an industrial computer's specifications.

• What is the main purpose of your application system and how much processing power you would need?
  Check the hardware requirements listed by your software provider for reference.
• Do you need AI processing power?
  With modern complex applications, the need for real-time reactions may require artificial intelligence (AI). Applications such as multiple image recognition, or the ability for a machine to sense, reason, act in response to, or adapt according to the application. The complexity of the application will determine the need for an inference accelerator or GPU.
• How much RAM do you need?
  Random Access Memory plays a critical role in deciding computing speed and the overall system performance. ECC (error-correcting code) memory is another type of RAM, which is often chosen for rugged systems or mission-critical applications but typically has a higher price.
• How much storage do you need?
  For industrial applications, solid state disk (SSD) is more rugged and reliable than the mechanical hard disk drive (HHD), and offers significantly higher throughput, but has a higher price tag per GB of storage. If your system will rely on edge computing rather than uploading most data to the cloud, you will need larger capacity for data storage, HDD will be a more economic choice. Of course, you may like to have both of them and obtain high speed and high capacity at the same time if your budget allows.
• Set out your I/O requirements for device communication
  Communication is vital in embedded computing and it brings connected systems into a harmonious sync to execute tasks. Therefore, it is important to make a list of all the devices and equipment the industrial computer will need to establish links and identify their I/O type. You don’t want to have a computer deployed to your floor which is not able to fetch data from all of your critical devices and have to install a second computer to compensate.
• Specify your SWaP restrictions and choose suitable form factors
  An embedded computer often has to fit in a space facing restrictions in size, weight and power (SWaP), which sometimes run into contradiction with performance demand. Understand your environmental restrictions and choose a computer with form factors that meet your needs.
• Flexibility and expandability
  Your system is expected to be used for years to generate returns on investment, but technologies are always advancing and your system could be left behind. To protect your investment and maximize economic benefits, choose an industrial computer with future-proofing designs, so you can upgrade your system and add new features without sacrificing your existing system.
• Budget
  Your budget constraint is always your biggest pain point in planning your project and choosing a perfect computer. All your dreams about computing performance and stunning features have to be measured against your budget ceiling.

When choosing an industrial computer for your application, the "environmental factors" are of utmost importance, because, if the computer cannot operate in the deployed environment, all other specifications are just irrelevant. So understanding the environment your industrial computer will be operating in 24/7 becomes crucial to a successful deployment.

• Temperature range
  Heat is the biggest enemy for electronic components in a computer. Without an efficient thermal dissipation design, it can cause a processor to thermal throttle (reduced operating frequency) resulting in performance degradation; and the effects of long term high temperature operation of electronic components may also significantly reduce their lifespan! Many computers are deployed out in the open and perhaps have to boot under minus zero coldness in the morning and operate under blazing sun in up to 50°C air temperature at noon. Computers deployed to manufacturing facilities often have to face constant extreme heat. So identifying the temperature range in your application setting and make sure that your IPC supplier is able to provide "real" wide temperature support to meet your application needs.
• Note characteristics of location
  Many computers are deployed to a confined space and will need a SWaP optimized design; others could be deployed in vehicles or mobile applications like autonomous mobile robots (AMRs) and will face extreme shocks and vibrations during operation. Find a computer with reinforced capabilities that address the characteristics of your application location.
• Environmental criteria in the vertical industry
  Many vertical markets have their common environmental concerns that IPC applications have to address, such as shock and vibration, humidity, salinity, temperature, and many more, and certain industries have developed their own standards for electrical or electronic equipment. For example, defense applications often follow MIL-STD for ruggedness compliance; railway applications are often required to address the international standards in anti-electromagnetic interference and anti-shock and vibration capabilities; computers used in medical applications should observe water/dust proofing and aseptic standards. If you don’t have clear ideas about specific environmental requirements of your applications, look into industrial certifications for reference and assurance.