Composites Part B Engineering, Journal Year: 2024, Volume and Issue: unknown, P. 111861 - 111861
Published: Oct. 1, 2024
Language: Английский
Machine Learning Science and Technology, Journal Year: 2024, Volume and Issue: 5(3), P. 035083 - 035083
Published: Aug. 21, 2024
Abstract Leveraging generative Artificial Intelligence (AI), we have transformed a dataset comprising 1000 scientific papers focused on biological materials into comprehensive ontological knowledge graph. Through an in-depth structural analysis of this graph, calculated node degrees, identified communities along with their connectivities, and evaluated clustering coefficients betweenness centrality pivotal nodes, uncovering fascinating architectures. We find that the graph has inherently scale-free nature, shows high level connectedness, can be used as rich source for downstream reasoning by taking advantage transitive isomorphic properties to reveal insights unprecedented interdisciplinary relationships answer queries, identify gaps in knowledge, propose never-before-seen material designs, predict behaviors. Using large language embedding model compute deep representations use combinatorial similarity ranking develop path sampling strategy allows us link dissimilar concepts previously not been related. One comparison revealed detailed parallels between Beethoven’s 9th Symphony, highlighting shared patterns complexity through mapping. In another example, algorithm proposed innovative hierarchical mycelium-based composite based integrating principles extracted from Kandinsky’s ‘Composition VII’ painting. The resulting integrates set include balance chaos order, adjustable porosity, mechanical strength, complex patterned chemical functionalization. uncover other isomorphisms across science, technology art, revealing nuanced ontology immanence context-dependent heterarchical interplay constituents. Because our method transcends established disciplinary boundaries diverse data modalities (graphs, images, text, numerical data, etc), graph-based AI achieves far higher degree novelty, explorative capacity, technical detail, than conventional approaches establishes widely useful framework innovation hidden connections.
Language: Английский
Citations
13
3D Printing and Additive Manufacturing, Journal Year: 2025, Volume and Issue: 12(2), P. 98 - 111
Published: Jan. 22, 2025
Despite recent advances in 3D printing and additive manufacturing, the main materials rapid prototyping are derived from finite resources such as petroleum-based plastics. Researchers developing alternatives to exhaustible potentially environmentally harmful through biomaterials. Mycelium biocomposites one promising area of inquiry; when mycelium decomposes biomass, it produces a composite biomaterial, which is fully compostable has beneficial structural hydrophobic properties. However, mold-based fabrication methods for require tooling limit possible shapes. We introduce novel method directly without need molds or tooling. Our comprises three contributions: Mycofluid, mycelium-inoculated paste that uses spent coffee grounds, recycled biomass; Fungibot, custom hardware system biopastes like Mycofluid; incubating mycelial growth within fresh prints resulting biocomposite parts. illustrate our contributions series objects showcasing material qualities Notably, we demonstrate how living can fuse separate prints, enabling complex geometries otherwise challenging print part.
Language: Английский
Citations
0
Energy and Built Environment, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 1, 2025
Language: Английский
Citations
0
Circular Economy and Sustainability, Journal Year: 2025, Volume and Issue: unknown
Published: April 10, 2025
Language: Английский
Citations
0
Published: May 14, 2025
Language: Английский
Citations
0
Studies in Fungi, Journal Year: 2025, Volume and Issue: 10(1), P. 0 - 0
Published: Jan. 1, 2025
Language: Английский
Citations
0
Biointerphases, Journal Year: 2024, Volume and Issue: 19(1)
Published: Jan. 1, 2024
In transitioning toward a sustainable economy, mycelial materials are recognized for their adaptability, biocompatibility, and eco-friendliness. This paper updates the exploration of materials, defining scope emphasizing need precise terminology. It discusses importance type characteristics, reviews existing future research directions, highlights improved understanding, clarity, standardization in this emerging field, aiming to foster guide development material science.
Language: Английский
Citations
3
Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 450, P. 141859 - 141859
Published: March 21, 2024
Language: Английский
Citations
3
Food Bioscience, Journal Year: 2024, Volume and Issue: unknown, P. 105577 - 105577
Published: Nov. 1, 2024
Language: Английский
Citations
2
New Zealand Journal of Botany, Journal Year: 2024, Volume and Issue: unknown, P. 1 - 60
Published: Aug. 22, 2024
Ganoderma, a genus deeply rooted in traditional medicinal practices across diverse Asian cultures throughout history, has garnered renewed attention due to its promising biotechnological potential, particularly health-enhancing properties. The distinctive characteristics exhibited by various species within the Ganoderma render them invaluable for wide spectrum of applications both industrial and pharmaceutical contexts. Recent advancements research have unveiled plethora captivating opportunities which plays pivotal role. These encompass range applications, including but not limited enzyme production, extraction bioactive compounds, bioremediation, bioprospecting, biodegradation. involvement these areas highlights versatility significance contributing multiple sectors. This comprehensive review explores vistas offering insights into multifaceted potential impact applications. By elucidating biotechnology, this aims underscore role contemporary innovation. Furthermore, through deeper exploration potentials seeks highlight contributions implications future biotechnology sustainability.
Language: Английский
Citations
1