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Beyond the Rulebook
What happens when the rule book is no longer useful, or worse, was never written in the first place? In today’s fast-moving electronics landscape, we’re increasingly asked to design and build what has no precedent, no proven path, and no tidy checklist to follow. This is where “Design for Invention” begins.
March Madness
From the growing role of AI in design tools to the challenge of managing cumulative tolerances, these articles in this issue examine the technical details, design choices, and manufacturing considerations that determine whether a board works as intended.
Looking Forward to APEX EXPO 2026
I-Connect007 Magazine previews APEX EXPO 2026, covering everything from the show floor to the technical conference. For PCB designers, we move past the dreaded auto-router and spotlight AI design tools that actually matter.
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Digital Threads Built on AI in a New Research Project
November 27, 2023 | Linköping UniversityEstimated reading time: 2 minutes
Linköping university has been granted six million SEK from the Swedish Innovation Agency (Vinnova) for the research project Catena-D (Circular and resource-efficient value chain systemically enabled with AI and digital thread). This project aims to transform the way Swedish manufacturing industry manage resource flows by addressing the crucial aspect of information exchanges across organizational boundaries.
Despite the much needed global shift towards a circular economy, a significant obstacle persists due to the absence of foundational technical solutions. There is a pressing demand for a robust and efficient information system capable of organizing and accessing data. This technological gap has hindered the development of economically viable circular business models.
“We need an information infrastructure that can effectively tap into and make use of data stored in extensive databases or repositories, especially during critical lifecycle stages like product use,” says Tomohiko Sakao, professor at the Division of Environmental Technology and Management, Linköping University.
The primary objective of the project is to validate the concept of "digital threads" in the context of the circular economy. A digital thread involves the seamless flow of information about a product's performance and usage from design to production, sales, use, and disposal or recycling. The aim is to deliver a prototype of digital threads tailored specifically to the circular economy, showcasing the transformative potential of AI in resource management.
Two industry giants, Volvo Construction Equipment and Bosch Thermoteknik is providing diverse cases that span the wide spectrum of a product's lifecycle—from design and production to use, service, and maintenance. Meanwhile the small software tech firm, Addiva, will contribute practical solutions, enhancing the project's applicability in real-world scenarios.
“Their involvement and willingness to collaborate ensures a comprehensive understanding of the challenges and opportunities at each stage of a product's lifecycle” says Tomohiko Sakao who is also coordinator of the project.
Linköping University, as the coordinator, will bring scientific knowledge and solutions to the table, focusing on circular economy principles. While Mälardalen University's expertise in artificial intelligence will play an important role in integrating cutting-edge technology into the project.
"I hope that we can create a success story for a trans-disciplinary research project and also help Swedish manufacturing industry towards reshaping the landscape of circular economy practices," says Tomohiko Sakao.
By combining digital threads and artificial intelligence, the project aspires to not only bridge existing technological gaps but also provide a blueprint for sustainable and economically viable circular business models.
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Brent Fischthal - Koh YoungSuggested Items
What Emerging Circularity Policies Mean for the Electronics Industry
11/20/2025 | I-Connect007 Editorial TeamAs Europe accelerates toward a circular economy, electronics manufacturers face a wave of new sustainability requirements that will redefine product design, materials management, and end-of-life strategies. During a Nov. 11 webinar co-hosted by the Global Electronics Association and the Anthesis Group, industry leaders outlined the regulatory landscape shaping the next decade, including the Eco-design for Sustainable Products Regulation (ESPR), the Right to Repair (R2R) Directive, and the Extended Producer Responsibility (EPR) regulatory framework.
EIPC Technical Snapshot: Sustainability in Electronics Manufacturing
11/06/2025 | Pete Starkey, I-Connect007EIPC selected the highly topical issue of sustainability in electronics manufacturing for the 24th Technical Snapshot webinar on Oct. 29, with guest speakers Satoshi Konagai of Elephantech and Liisa Hakola of the VTT Technical Research Centre of Finland. The program was moderated by Kirsten Smit-Westenberg, executive director of EIPC, who also introduced each speaker.
Circular Packaging Market to Reach $98.0 Billion by 2035
10/08/2025 | Fact.MRThe market's journey from USD 45.8 billion in 2025 to USD 98.0 billion by 2035 represents substantial growth, the market will rise at a CAGR of 7.9% demonstrating the accelerating adoption of sustainable packaging systems and circular economy solutions across food & beverage, personal care, and e-commerce sectors.
The Global Electronics Association Launches Industry Leading Circularity Resource Hub, Fast-Tracking Cost-Reducing, Efficient Solutions for Manufacturers
07/01/2025 | Global Electronics AssociationToday, the Global Electronics Association – the voice of the electronics industry – launched its Circularity Resource Hub. The Hub provides a centralized home for the latest industry standards, best practices, and resources to accelerate electronics’ sustainable and circular evolution.
INEMI Sustainable Electronics Tech Topic Webinar: Enabling New Life in Storage Devices
04/17/2025 | iNEMIHard disk drives (HDDs) and solid state drives (SSDs) are ubiquitous in electronic products and a large number enter the end-of-life stream prior to their true end of life.