Igneous Rocks - Types, Properties, and Examples

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Phaneritic: Coarse-grained texture due to slow cooling (typical of plutonic rocks). Granite is a common example of a phaneritic igneous rock. This rock has large, visible crystals of minerals such as quartz, feldspar, and mica. Aphanitic: Fine-grained texture due to rapid cooling (typical of volcanic rocks).
Formations of force network and softening of amorphous elastic ... - Nature
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Recently, coarse-grained models have successfully demonstrated the fracture of amorphous materials 22,23. In these models, it is assumed that density is heterogeneous, and the shear modulus ...
Enhancing Coarse-Grained Models through Machine Learning
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The system size and sampling time issues can be lessened by representing the system in a low-resolution “Coarse-Grained” (CG) model which significantly reduces the number of particles in the system. ... and material properties is of basic concern in modern soft material science and includes std. properties of bulk materials and surface and ...
Granite | Composition, Properties, Types, & Uses | Britannica
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granite, coarse- or medium-grained intrusive igneous rock that is rich in quartz and feldspar; it is the most common plutonic rock of the Earth’s crust, forming by the cooling of magma (silicate melt) at depth. Learn about the use of gamma-ray spectroscopy to identify the quarry that was the source of granite found in ancient Roman ruins. See ...
Coarse-grained models - Latest research and news | Nature
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Coarse-grained models are computational models that mimic the behaviour of a complex system by breaking it down into simpler sub-components. ... Revealing process and material parameter effects on ...
Uncertainty driven active learning of coarse grained free ... - Nature
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Top-down coarse grained force fields are well established with widespread use across different applications 3,4,12,13,14,15,16,17,18,20,21, while the development of bottom-up coarse grained models ...
Structural Coarse-Graining via Multiobjective Optimization with ...
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In the realm of multiscale molecular simulations, structure-based coarse-graining is a prominent approach for creating efficient coarse-grained (CG) representations of soft matter systems, such as polymers. This involves optimizing CG interactions by matching static correlation functions of the corresponding degrees of freedom in all-atom (AA) models. Here, we present a versatile method ...
Coarse-Grained Crystal Graph Neural Networks for Reticular Materials ...
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Coarse-grained crystal graph neural networks showed decent accuracy at low computational costs, making them a valuable alternative to omnipresent atomic-level algorithms. Moreover, the presented models can be successfully integrated into an inverse materials design pipeline as estimators of the objective function.
Distilling coarse-grained representations of molecular electronic ...
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Bottom-up methods for coarse-grained (CG) molecular modeling are critically needed to establish rigorous links between atomistic reference data and reduced molecular representations. For a target molecule, the ideal reduced CG representation is a function of both the conformational ensemble of the system and the target physical observable(s) to ...
Studying the mechanical behavior of a generic thermoplastic by means of ...
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In general, coarse graining is divided into bottom-up and top-down strategies. 21 The former establishes a structural mapping based on atomistic reference simulations and thus transfers the chemical and physical characteristics to the coarse-grained scale. 20 Bottom-up coarse graining typically suffers limited transferability to different ...
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Coarse‐grained molecular dynamics simulation of polymers: Structures ...
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State Key Laboratory of Supramolecular Structure and Materials, Institute of Theoretical Chemistry, College of Chemistry, Jilin University, Changchun, China. ... For the simulations of polymeric systems, coarse-grained (CG) molecular dynamics simulations are computationally demanding not only because of their high computational efficiency, but ...
Learning Collective Variables and Coarse Grained Models
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Lightning Talks. Luke Evans, Model Misspecification and Collective Variables in Simulation-based inference for cryo-EM Matteo Carli, Nonparametric free energy estimation in high-dimensional CV spaces John Maier, Designing target-optimized coarse-grained representations for soft materials using attentive message-passing Xiaoou Cheng, The surprising efficiency of temporal difference learning for ...
Diorite : Properties, Formation, Composition and Uses - Geology Science
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Diorite: Diorite has a coarse-grained texture with visible mineral grains, and it often has a speckled appearance due to the presence of hornblende. Gabbro: Gabbro also has a coarse-grained texture but lacks the distinctive mottled appearance of diorite. It is typically dark-colored and may contain larger crystals of pyroxene. Applications:
Coarse-Grained Crystal Graph Neural Networks for Reticular Materials Design
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A new way of representing materials is proposed, aiming to overcome the limitations of existing methods; the message passing is performed on the coarse-grained crystal graph that comprises molecular building units, which aims to challenge the prevailing atomic-centric perspective on reticular materials design. Reticular materials, including metal-organic frameworks and covalent organic ...
Coarse-grained force field for ZIF-8: A study on adsorption, diffusion ...
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The coarse-graining (CG) of MOFs is a potential solution for pressing challenges in the dynamic of computational materials science. 37 Investigation of MOFs with CG force fields was initiated a decade ago. 38 Pioneering efforts ventured into exploring HKUST-1 through the lens of CG, unveiling profound insights into structural defects, stability ...
Materials | Free Full-Text | Enhanced Coarse-Grained WC-Co (Ce ...
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The exploration of coarse-grained WC cemented carbide has become a research hotspot for its application in the fields of rock cutting and mining; a key issue is how to achieve uniform dispersion and densification of the sintered phase, as well as how to obtain better mechanical properties. In this paper, chemical co-precipitation, combined with hydrogen reduction, was adopted. CoCl2·6H2O and ...
Granularity: Coarse-Grained vs. Fine-Grained - Baeldung
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So, we’ll compare coarse-grained and fine-grained concepts in a systematic summary. 2. Coarse Granularity. We can see coarse-grained entities as a small collection of components (or even a monolithic entity) executing high-level operations or representing complex elements. But, granularity is a dynamic concept: the scenario defines which is ...
Gaussian representation of coarse-grained interactions of liquids ...
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Low resolution coarse-grained (CG) models provide remarkable com- putational and conceptual advantages for simulating soft materials. In principle, bottom-up CG models can reproduce all structural and thermodynamic properties of atomically detailed models that can be observed at the resolution of the CG model.
Two-Dimensional Metal–Organic Framework Self-Assembly and Defect ...
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Metal–organic frameworks (MOFs) are crystalline materials that self-assemble from inorganic nodes and organic linkers, and isoreticular chemistry allows for modular and synthetic reagents of various sizes. In this study, a MOF’s components─metal nodes and organic linkers─are constructed in a coarse-grained model from isotropic beads, retaining the basic symmetries of the molecular ...
6 Types of Backfill Materials Used in Construction
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Backfill materials that are commonly used are described below with their engineering properties. 1. Coarse-grained soils. Coarse-grained soils include gravelly and sandy soils and range from clayey sands (SC) through the well-graded gravels of gravel-sand mixtures (GW) with little or no fines. They will exhibit slight to no plasticity.

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