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The digitalization of manufacturing has created opportunities for consumers to customize products that fit their individualized needs which in turn would drive demand for manufacturing services. However, this pull-based manufacturing system…

Computers and Society · Computer Science 2019-09-24 Binil Starly , Atin Angrish , Paul Cohen

Fabrication today relies on disparate, large machines spread across industrial facilities. These are operated by domain experts to construct and assemble artefacts in sequential steps from large numbers of parts. This traditional,…

Robotics · Computer Science 2024-05-22 Martin Nisser

AI agents are autonomous systems designed to perceive, reason, and act within dynamic environments. With the rapid advancements in generative AI (GenAI), large language models (LLMs) and multimodal large language models (MLLMs) have…

Artificial Intelligence · Computer Science 2025-07-03 Yinwang Ren , Yangyang Liu , Tang Ji , Xun Xu

Significant investments to upgrade and construct large-scale scientific facilities demand commensurate investments in R&D to design algorithms and computing approaches to enable scientific and engineering breakthroughs in the big data era.…

As AI-enabled software systems become more prevalent in smart manufacturing, their role shifts from a reactive to a proactive one that provides context-specific support to machine operators. In the context of an international research…

Software Engineering · Computer Science 2022-06-01 Philipp Haindl , Thomas Hoch , Javier Dominguez , Julen Aperribai , Nazim Kemal Ure , Mehmet Tunçel

The design of embedded safety-critical systems such as those used in next-generation automotive and autonomous platforms, is increasingly challenged by escalating system complexity, hardware-software heterogeneity, and the integration of…

Artificial Intelligence · Computer Science 2026-05-04 Behnaz Ranjbar , Kirankumar Raveendiran , Sudeep Pasricha , Samarjit Chakraborty , Cecilia Carbonelli , Akash Kumar

While the increased use of AI in the manufacturing sector has been widely noted, there is little understanding on the risks that it may raise in a manufacturing organisation. Although various high level frameworks and definitions have been…

Artificial Intelligence · Computer Science 2025-12-17 Alexandra Brintrup , George Baryannis , Ashutosh Tiwari , Svetan Ratchev , Giovanna Martinez-Arellano , Jatinder Singh

Advanced manufacturing with new bio-derived materials can be achieved faster and more economically with first-principle-based artificial intelligence and machine learning (AI/ML)-derived models and process optimization. Not only is this…

Soft Condensed Matter · Physics 2026-02-20 Rigoberto Advincula , Jihua Chen

Although the applications of artificial intelligence especially deep learning had greatly improved various aspects of intelligent manufacturing, they still face challenges for wide employment due to the poor generalization ability,…

Artificial Intelligence · Computer Science 2023-12-27 Haotian Zhang , Semujju Stuart Dereck , Zhicheng Wang , Xianwei Lv , Kang Xu , Liang Wu , Ye Jia , Jing Wu , Zhuo Long , Wensheng Liang , X. G. Ma , Ruiyan Zhuang

Artificial intelligence (AI) is driving transformative changes across numerous fields, revolutionizing conventional processes and creating new opportunities for innovation. The development of mechatronic systems is undergoing a similar…

Cloud Manufacturing (CM) is the concept of using manufacturing resources in a service oriented way over the Internet. Recent developments in Additive Manufacturing (AM) are making it possible to utilise resources ad-hoc as replacement for…

Computers and Society · Computer Science 2017-10-23 Felix W. Baumann , Dieter Roller

An evident challenge ahead for the integrated circuit (IC) industry in the nanometer regime is the investigation and development of methods that can reduce the design complexity ensuing from growing process variations and curtail the…

Machine Learning · Computer Science 2023-02-16 Deepthi Amuru , Harsha V. Vudumula , Pavan K. Cherupally , Sushanth R. Gurram , Amir Ahmad , Andleeb Zahra , Zia Abbas

This paper reviews the current state of the art in Artificial Intelligence (AI) technologies and applications in the context of the creative industries. A brief background of AI, and specifically Machine Learning (ML) algorithms, is…

Computer Vision and Pattern Recognition · Computer Science 2022-03-07 Nantheera Anantrasirichai , David Bull

This paper introduces CAAI, a novel cognitive architecture for artificial intelligence in cyber-physical production systems. The goal of the architecture is to reduce the implementation effort for the usage of artificial intelligence…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-15 Andreas Fischbach , Jan Strohschein , Andreas Bunte , Jörg Stork , Heide Faeskorn-Woyke , Natalia Moriz , Thomas Bartz-Beielstein

AI-based design tools are proliferating in professional software to assist engineering and industrial designers in complex manufacturing and design tasks. These tools take on more agentic roles than traditional computer-aided design tools…

Human-Computer Interaction · Computer Science 2023-03-02 Frederic Gmeiner , Humphrey Yang , Lining Yao , Kenneth Holstein , Nikolas Martelaro

Autonomous scientific research, capable of independently conducting complex experiments and serving non-specialists, represents a long-held aspiration. Achieving it requires a fundamental paradigm shift driven by artificial intelligence…

Artificial Intelligence · Computer Science 2025-07-04 Mingyu Wu , Zhaoguo Wang , Jiabin Wang , Zhiyuan Dong , Jingkai Yang , Qingting Li , Tianyu Huang , Lei Zhao , Mingqiang Li , Fei Wang , Chunhai Fan , Haibo Chen

Smart factories are on the verge of becoming the new industrial paradigm, wherein optimization permeates all aspects of production, from concept generation to sales. To fully pursue this paradigm, flexibility in the production means as well…

Artificial Intelligence · Computer Science 2018-06-20 Arthur Bit-Monnot , Francesco Leofante , Luca Pulina , Erika Abraham , Armando Tacchella

Global food systems confront the urgent challenge of supplying sustainable, nutritious diets in the face of escalating demands. The advent of Artificial Intelligence (AI) is bringing in a personal choice revolution, wherein AI-driven…

Computers and Society · Computer Science 2023-11-07 Weiqing Min , Pengfei Zhou , Leyi Xu , Tao Liu , Tianhao Li , Mingyu Huang , Ying Jin , Yifan Yi , Min Wen , Shuqiang Jiang , Ramesh Jain

High throughput experimentation tools, machine learning (ML) methods, and open material databases are radically changing the way new materials are discovered. From the experimentally driven approach in the past, we are moving quickly…

Materials Science · Physics 2025-08-06 Albertus Denny Handoko , Riko I Made

There is still a significant gap between expectations and the successful adoption of AI to innovate and improve businesses. Due to the emergence of deep learning, AI adoption is more complex as it often incorporates big data and the…

Artificial Intelligence · Computer Science 2022-09-16 Dian Tjondronegoro , Elizabeth Yuwono , Brent Richards , Damian Green , Siiri Hatakka