データと分析が従来型のデータセンターやクラウドのみに存在していた状態からエッジへシフトしつつあり、産業アプリケーションが自動化から自律化へ移行していることを示唆しています。しかし、産業PCメーカーが提供するエッジAIプラットフォームがほんのわずかなのはなぜでしょう？AIを搭載した産業PCを現場で実装するのは困難だからです。

産業PCへAIを統合するのは、人間の頭脳へ学習と推論の能力を加えることに似ていますが、偏見、疲れ、感情の影響がありません。統合することで、効率、精度、生産性を改善できる知能が提供されます。

すでに小型化され換気の不十分な組込みエンクロージャへGPUカードまたはグラフィックスカードを追加すると、システムの放熱、電力供給、設置のバランスを崩します。

このため、産業PCはCPU/GPU/コンポーネントの放熱、回路基板のレイアウト、ブラケット機構、干渉の隔離/分離、インフラ全体などの要素が連携し、シームレスに動作し、様々な環境条件でも24時間無休で最適なシステム性能を維持できるよう、最新の注意を払って設計する必要があります。

人間の体と同様に、エッジコンピュータは変動する/極端な温度、埃、液体、湿度、塩分などの環境要素に晒されます。また、電源入力は各種の機能を維持するために不可欠な食料のように機能します。

このため、産業PCはCPU/GPU/コンポーネントの放熱、回路基板のレイアウト、ブラケット機構、干渉の隔離/分離、インフラ全体が連携し、シームレスに動作し、様々な環境条件でも24時間無休で最適なシステム性能を維持できるよう、慎重に設計する必要があります。

人体の温度が高すぎると、身体は熱を放出して体温を調整します。産業PCも同じです。産業PCで長寿命、安定性、性能を確保するには、入念に設計された効率的な放熱が欠かせません。温度に加え、衝撃や振動など他の要素も設置に影響します。埃、液体、湿度が侵入すると、内部部品を脅かす可能性があります。

広範囲なDC入力に対応することは、システムの動作と実装を実用的にするために不可欠です。広範囲DC入力に対応することで、システムへ電源を供給する電圧仕様が下がり、様々な状況で互換性と柔軟性を保てるため、実装の可能性が広がります。

環境要素と電力供給の影響を排除することで、要件を満足させるGPUカードを設置し、産業PCをどれだけスマートにするかを決定できます。AIの面では、GPUカードを統合することでAIの学習と推論機能を利用できます。TFLOPS（毎秒1兆回の浮動小数演算）は演算能力を示し、数TFLOPSから数百TFLOPSにわたります。ただし、演算能力が増えるほど、発熱も高まることになります。このため、様々な性能レベルのGPUカードが存在します。消費電力は30Wから最大250Wにわたり、要件に応じて1枚または2枚の設置を選択できます。

GPUカードを追加することで産業PCでAI機能を実現できますが、冷却、設置、電力供給の面ですでに厳しい環境に置かれているシステムをさらに複雑にします。産業PCへAIを初めて統合した企業の1つとして、Neousys Technologyは実装とアプリケーションの要件を満たすため、入門クラスから最先端までのGPUカードをサポートする実績豊富な各種の産業PCを提供します。

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.