-
- News
- Books
Featured Books
- smt007 Magazine
Latest Issues
Current IssueComing to Terms With AI
In this issue, we examine the profound effect artificial intelligence and machine learning are having on manufacturing and business processes. We follow technology, innovation, and money as automation becomes the new key indicator of growth in our industry.
Box Build
One trend is to add box build and final assembly to your product offering. In this issue, we explore the opportunities and risks of adding system assembly to your service portfolio.
IPC APEX EXPO 2024 Pre-show
This month’s issue devotes its pages to a comprehensive preview of the IPC APEX EXPO 2024 event. Whether your role is technical or business, if you're new-to-the-industry or seasoned veteran, you'll find value throughout this program.
- Articles
- Columns
Search Console
- Links
- Events
||| MENU - smt007 Magazine
Real Stories of Applied Advanced Analytics in the Electronics Manufacturing Smart Factory
August 26, 2020 | Derek Ong, BscEE, Keysight TechnologiesEstimated reading time: 2 minutes
Abstract
The smart factory is starting to become a reality, as part of the overarching Industry 4.0 paradigm. With the technology enablers, such as industrial IoT (IIoT) and cloud computing, electronics manufacturing operational technology (OT) are on a converging course with traditional information technology (IT). Beyond the challenges of data acquisition and transformation, the true “proof in the pudding” is in the quick ROI from advanced analytics. This is where domain knowledge application into data science is paramount. We will share examples of successful, profitable implementation of applied machine learning (ML) in the electronics manufacturing line, where measurement science meets data science.
Introduction
Industry 4.0 is becoming a hot topic in the world today. The first industrial revolution saw mechanization through water and steam power. The second industrial revolution introduced the ability to mass produce products using electricity.
It was almost a century before the third industrial revolution where computers became cost-effective and powerful enough to be adopted in the factories. Through the unprecedented processing and computational speed available then, the factory could automate more processes and provide better feedback on their processes.
Data has started to become the currency of productivity. Supply chain, commodity, customer relationships, quality, and production management could be harmonized on an enterprise-wide platform that empowered companies to optimize costs of manufacturing, reduce inventory, ship quicker, and improve quality.
Fast forward to today and the internet of things (IoT), believed by many industry experts to be the key driver of the next industrial revolution. The concept simply implies that machines will be intelligent enough to communicate and automate processes between themselves with minimal human intervention, creating a self-monitoring and self-sustaining internet of machines, for machines.
The Hype of Smart Factory
Industry 4.0 is a very wide paradigm that consists of many seemingly technological miracles. A lot of excitement and marketing have been made on big data, artificial intelligence (AI), augmented reality, additive manufacturing, robotics, and autonomous machines. However, one needs to appreciate that many of the core fundamentals for these technologies were developed decades ago. For example, AI goes as far back as 1956 [1] and has been refined over the years. Nevertheless, it is believed that the implementation phase of these technology enablers truly begins now, as we have achieved the beginning of the right performance and cost of electrical, electronics, and wireless components that makes it all feasible and practical.
To read this entire article, which appeared in the August 2020 issue of SMT007 Magazine, click here.
Suggested Items
Indium Corporation Experts to Present at Electronics in Harsh Environments SMTA Conference
05/13/2024 | Indium Corporationndium Corporation Technical Manager for Europe, Africa, and the Middle East, Karthik Vijay, will deliver a technical presentation and Indium Corporation Senior Technologist, Dr. Ronald Lasky, will deliver both a workshop and technical presentation at the Electronics in Harsh Environments SMTA Conference on May 14-16 in Copenhagen, Denmark.
Emerald Technologies Acquires Optimum
05/13/2024 | Emerald TechnologiesEmerald Technologies announced its acquisition of Optimum Design Associates, Inc. (Optimum), a leading electronic design and engineering services company. Terms were not disclosed.
AEye Announces Partnership with Leading Automotive Electronics and Vision Solutions Provider, LITEON
05/13/2024 | BUSINESS WIREAEye, Inc., a global leader in adaptive, high-performance lidar solutions, today announced that the non-binding Letter of Intent (“LOI”) announced in March is with LITEON Technology Corporation and is intended to provide AEye with a customer channel and industrialization partnership.
IDTechEx Explores Printed Electronics in Electrified and Autonomous Mobility
05/13/2024 | IDTechExElectrification, autonomy, and vehicle ownership saturation are causing a technological revolution in the automotive sector. These automotive meta-trends are driving drastic changes in electronic component requirements and present a high-volume opportunity for printed electronics to capitalize on.
Real Time with… IPC APEX EXPO 2024: Magnalytix's Services and Trends in the Electronics Industry
05/10/2024 | Real Time with...IPC APEX EXPOMike Bixenman, president of Magnalytix, explains Magnalytix's services, including third-party validation, test boards, electrical testing, and comprehensive reports. He also discusses emerging trends such as power electronics and reliability. Standards and design improvements also form part of this conversation.