AIMC Topic: Alloys

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Development of new materials for electrothermal metals using data driven and machine learning.

PloS one Apr 26, 2024
After adopting a combined approach of data-driven methods and machine learning, the prediction of material performance and the optimization of composition design can significantly reduce the development time of materials at a lower cost. In this rese...
Neural Networks, Computer Support Vector Machine Alloys Algorithms Metals Machine Learning Titanium Temperature
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Soft Artificial Muscle Based on Pre-Detwinned Shape Memory Alloy Spring Actuator Achieving High Passive Assistive Torque for Wearable Robot.

Soft robotics Feb 6, 2024
For designing the assistive wearable rehabilitation robots, it is challenging to design the robot as energy efficient because the actuators have to be capable of overcoming human loads such as gravity of the body and spastic torque continuously durin...
Wearable Electronic Devices Alloys Humans Robotics Shape Memory Alloys Equipment Design Torque
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Hingeless arm for space robotics actuated through shape memory alloys.

Bioinspiration & biomimetics Dec 18, 2023
Operating outside the spacecraft via remotely controlled structures is an important opportunity in different space applications. The research in this area is focused on designing robots that are sufficiently flexible to allow inspection in locations ...
Robotics Shape Memory Alloys Alloys Biomimetics
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AisNet: A Universal Interatomic Potential Neural Network with Encoded Local Environment Features.

Journal of chemical information and modeling Mar 10, 2023
This paper proposes a new interatomic potential energy neural network, AisNet, which can efficiently predict atomic energies and forces covering different molecular and crystalline materials by encoding universal local environment features, such as e...
Alloys Neural Networks, Computer
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Machine learning-enabled nanosafety assessment of multi-metallic alloy nanoparticles modified TiO system.

NanoImpact Nov 24, 2022
Establishing toxicological predictive modeling frameworks for heterogeneous nanomaterials is crucial for rapid environmental and health risk assessment. However, existing structure-toxicity correlation models for such nanomaterials are only based on ...
Cricetulus Alloys Cricetinae Animals Machine Learning CHO Cells
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Shape Memory Alloy-Based Wearables: A Review, and Conceptual Frameworks on HCI and HRI in Industry 4.0.

Sensors (Basel, Switzerland) Sep 8, 2022
Ever since its discovery, the applications of Shape Memory Alloys (SMA) can be found across a range of application domains, from structural design to medical technology. This is based upon the unique and inherent characteristics such as thermal Shape...
Plastics Shape Memory Alloys Humans Alloys Wearable Electronic Devices Robotics
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Printability for additive manufacturing with machine learning: Hybrid intelligent Gaussian process surrogate-based neural network model for Co-Cr alloy.

Journal of the mechanical behavior of biomedical materials Aug 31, 2022
AM has revolutionized the manufacturing industry, involving several operating parameters that may affect the properties of the final manufactured part. In AM, LPBF has proved its reliability in producing dense components; however, process development...
Machine Learning Powders Reproducibility of Results Neural Networks, Computer Alloys
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A comparison of explainable artificial intelligence methods in the phase classification of multi-principal element alloys.

Scientific reports Jul 8, 2022
We demonstrate the capabilities of two model-agnostic local post-hoc model interpretability methods, namely breakDown (BD) and shapley (SHAP), to explain the predictions of a black-box classification learning model that establishes a quantitative rel...
Learning Alloys Artificial Intelligence Support Vector Machine Cluster Analysis
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Control Aspects of Shape Memory Alloys in Robotics Applications: A Review over the Last Decade.

Sensors (Basel, Switzerland) Jun 27, 2022
This paper mainly focuses on various types of robots driven or actuated by shape memory alloy (SMA) element in the last decade which has created the potential functionality of SMA in robotics technology, that is classified and discussed. The wide spe...
Mechanical Phenomena Muscles Robotics Alloys Shape Memory Alloys
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Antimony as a Programmable Element in Integrated Nanophotonics.

Nano letters Apr 22, 2022
The use of nonlinear elements with memory as photonic computing components has seen a huge surge in interest in recent years with the rise of artificial intelligence and machine learning. A key component is the nonlinear element itself. A class of ma...
Photons Antimony Alloys Artificial Intelligence Optics and Photonics
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