Strengthening mechanisms analysis and tailoring of bimodal grain structures for enhanced strength in CoCrFeMnNi high-entropy alloys | Rare Metals

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Coarse grains accumulated dislocations along the grain boundary, indicating that the strength increased upon suppression of plastic deformation beginning with fine grains. Compared with the dislocation density of the sintered 25CoCrFeMnNi (6.70 × 10 14 m −2 ), which exhibited the highest strength, the dislocation density of bimodal HEAs with a ratio of 2:8 (1.13 × 10 15 m −2 ) was ...
[PDF] Thermodynamically Informed Multimodal Learning of High-Dimensional Free Energy Models in Molecular Coarse Graining - Semantic Scholar
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The theoretical framework presented here is demonstrated via implementations in both kernel-based and neural network machine learning regression methods and opens new ways to train accurate machine learning models for studying thermodynamic and response properties of complex molecular systems. We present a differentiable formalism for learning free energies that is capable of capturing ...
A Review on Investigating the Interactions between Nanoparticles and the Pulmonary Surfactant Monolayer with Coarse-Grained ... - ACS Publications
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Subsequently, the coarse-grained molecular dynamics (CGMD) simulation method for studying the interactions between NPs and the PS monolayer is presented. Finally, the implications of the hydrophobicity, size, shape, surface charge, surface modification, and aggregation of NPs on their interactions with the PS monolayer and on the composition of biomolecular corona are discussed.
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. The extent to which the system is broken down reflects ...
Adaptively learning visual model of surgical resection images via coarse-to-fine–grained strategy for pathological ... - ASCO Publications
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A multi-task artificial intelligence based on Coarse-to-Fine-Grained Strategy has been established to classify the indetermined lung nodules during the surgery. For binary classification, AI model reach an AUC of 0.86 in differentiation between IAC or non-IAC.
[2405.12356v1] Coarse-graining conformational dynamics with multi-dimensional generalized Langevin equation: how, when, and why - arXiv.org
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View a PDF of the paper titled Coarse-graining conformational dynamics with multi-dimensional generalized Langevin equation: how, when, and why, by Pinchen Xie and 2 other authors View PDF Abstract: A data-driven ab initio generalized Langevin equation (AIGLE) approach is developed to learn and simulate high-dimensional, heterogeneous, coarse-grained conformational dynamics.
Integer Scale: A Free Lunch for Faster Fine-grained Quantization of LLMs - arXiv.org
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It can be seen that fine-grained W4A8 with integer scale becomes a feasible scheme between W4A16 and non-fine-grained W4A8 to have better accuracy. Interestingly, we discover a “performance cliff” (gray-colored) where the acceleration ratio suddenly drops when it transits from memory-bound to compute-bound scenarios.
Automatic Fine-grained Bird Species Classification with Deep - Course Hero
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Figure 2.3: Fine-grained vs Coarse-grained image classification. • Fine-grained classification , it is a visual classification task, where the im- ages belong to the same species, so it has a small inter-class variance, and this considers a challenging task that needs a very efficient model to extract the perfect features [4].
Equivalence analysis between Quasi-coarse-grained and Atomistic Simulations - Papers With Code
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Equivalence analysis between Quasi-coarse-grained and Atomistic Simulations. In recent years, simulation methods based on the scaling of atomic potential functions, such as quasi-coarse-grained dynamics and coarse-grained dynamics, have shown promising results for modeling crystalline systems at multiple scales. However, this letter presents ...
Exploration of Class Center for Fine-Grained Visual Classification
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Different from large-scale classification tasks, fine-grained visual classification is a challenging task due to two critical problems: 1) evident intra-class variances and subtle inter-class differences, and 2) overfitting owing to fewer training samples in datasets. Most existing methods extract key features to reduce intra-class variances, but pay no attention to subtle inter-class ...
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MECOM: A Meta-Completion Network for Fine-Grained Recognition with Incomplete Multi-Modalities - IEEE Xplore
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Our work focuses on tackling the problem of fine-grained recognition with incomplete multi-modal data, which is overlooked by previous work in the literature. It is desirable to not only capture fine-grained patterns of objects but also alleviate the challenges of missing modalities for such a practical problem. In this paper, we propose to leverage a meta-learning strategy to learn model ...
Computers & Industrial Engineering, Volume 188 - dblp
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Coarse-grained vs fine-grained optimisation in highly integrated problem environments: A case study featuring port terminal operations. 109933 view electronic edition via DOI unpaywalled version references & citations authority control: export record BibTeX RIS ...
[2405.05070] Equivalence analysis between Quasi-coarse-grained and Atomistic Simulations - arXiv.org
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Equivalence analysis between Quasi-coarse-grained and Atomistic Simulations. Dong-Dong Jiang, Jian-Li Shao. In recent years, simulation methods based on the scaling of atomic potential functions, such as quasi-coarse-grained dynamics and coarse-grained dynamics, have shown promising results for modeling crystalline systems at multiple scales.
Coarse Cereals : A Promising Approach to Indian Agriculture
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Currently, India holds the 4th position in the world in coarse cereal production after USA, China & Brazil but the amount produced is only 3.6% of the global coarse cereal production. As per 2016 figures, Rajasthan, Karnataka and Madhya Pradesh are the top coarse cereal producer states of India. Coarse cereals like sorghum (Jowar), pearl millet ...
LLM-based Hierarchical Concept Decomposition for Interpretable Fine-Grained Image Classification - arXiv.org
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In summary, our contributions are: 1. We introduce fully-automated hierarchical concept decomposition using GPT-4, which generates a structured tree of visual parts and attributes, offering a level of interpretability that surpasses that of existing interpretable-by-design models. Report issue for preceding element. 2.
Pétrographie et géochimie des leucogranites de la région de Sassandra (Domaine Baoulé-Mossi au sud-ouest de la Côte d’Ivoire) | European ...
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have a fine to coarse-grained texture and are exclusively found in the western region. Examination of major elements analysis reveals that all of these rocks are calc-alkaline. The syenogranites have nearly identical attributes to the two-mica granites The ...
Knowledge - ForgeRock BackStage
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ForgeRock supports coarse and fine-grained contextual, continuous and transactional authorization. Access control is configured and enforced through the use of several integrated components, including flexible and extensible authentication mechanisms, comprehensive authorization policies, resource agents, agentless access control (using Identity Gateway), and automated account provisioning.
Your Guide to All Mustard Types - Serious Eats
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Dijon Mustard. Whole Grain Mustard. Hot Mustard. English Mustard. German Mustard. Beer & Spirit Mustards. Mustard is one of the worlds oldest condiments, dating back to early Roman cooks, who combined ground mustard seeds with an unfermented grape juice called must to make the hot paste mustum ardens, or "burning must."
[2405.05853] Robust and Explainable Fine-Grained Visual Classification with Transfer Learning: A Dual-Carriageway Framework - arXiv.org
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View a PDF of the paper titled Robust and Explainable Fine-Grained Visual Classification with Transfer Learning: A Dual-Carriageway Framework, by Zheming Zuo and 3 other authors View PDF HTML (experimental) Abstract: In the realm of practical fine-grained visual classification applications rooted in deep learning, a common scenario involves training a model using a pre-existing dataset.
The 'hardcore' scientists shifting the dial on obesity
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184. When Nadeem Sarwar got a call asking him to work on stopping people becoming obese, he was “quite confused”. The pharmaceutical industry was abuzz with excitement about a new generation ...