Machine learning in additive manufacturing: State-of-the-art and perspectives
Additive manufacturing (AM) has emerged as a disruptive digital manufacturing technology.
However, its broad adoption in industry is still hindered by high entry barriers of design for …
However, its broad adoption in industry is still hindered by high entry barriers of design for …
[HTML][HTML] Mechanostructures: Rational mechanical design, fabrication, performance evaluation, and industrial application of advanced structures
The rapid progress of advanced manufacturing, multidisciplinary integration and artificial
intelligence has ushered in a new era of technological development in the design of …
intelligence has ushered in a new era of technological development in the design of …
Rapid inverse design of metamaterials based on prescribed mechanical behavior through machine learning
Designing and printing metamaterials with customizable architectures enables the
realization of unprecedented mechanical behaviors that transcend those of their constituent …
realization of unprecedented mechanical behaviors that transcend those of their constituent …
Biomimetic mechanical robust cement‐resin composites with machine learning‐assisted gradient hierarchical structures
Biological materials relying on hierarchically ordered architectures inspire the emergence of
advanced composites with mutually exclusive mechanical properties, but the efficient …
advanced composites with mutually exclusive mechanical properties, but the efficient …
Machine learning techniques in additive manufacturing: a state of the art review on design, processes and production control
S Kumar, T Gopi, N Harikeerthana, MK Gupta… - Journal of Intelligent …, 2023 - Springer
For several industries, the traditional manufacturing processes are time-consuming and
uneconomical due to the absence of the right tool to produce the products. In a couple of …
uneconomical due to the absence of the right tool to produce the products. In a couple of …
3D-printed multifunctional materials enabled by artificial-intelligence-assisted fabrication technologies
The emerging capability to 3D print a diverse palette of functional inks will enable the mass
democratization of patient-specific wearable devices and smart biomedical implants for …
democratization of patient-specific wearable devices and smart biomedical implants for …
Data‐Driven Design for Metamaterials and Multiscale Systems: A Review
Metamaterials are artificial materials designed to exhibit effective material parameters that
go beyond those found in nature. Composed of unit cells with rich designability that are …
go beyond those found in nature. Composed of unit cells with rich designability that are …
A Bayesian experimental autonomous researcher for mechanical design
While additive manufacturing (AM) has facilitated the production of complex structures, it has
also highlighted the immense challenge inherent in identifying the optimum AM structure for …
also highlighted the immense challenge inherent in identifying the optimum AM structure for …
Growth rules for irregular architected materials with programmable properties
Biomaterials display microstructures that are geometrically irregular and functionally
efficient. Understanding the role of irregularity in determining material properties offers a …
efficient. Understanding the role of irregularity in determining material properties offers a …
Embedded 3D Printing of Multimaterial Polymer Lattices via Graph‐Based Print Path Planning
Recent advances in computational design and 3D printing enable the fabrication of polymer
lattices with high strength‐to‐weight ratio and tailored mechanics. To date, 3D lattices …
lattices with high strength‐to‐weight ratio and tailored mechanics. To date, 3D lattices …