Active Learning Query Strategies for Linear Regression Based on Efficient Global Optimization by Tianxin Zong, Na Li, Zhigang Zhang

“…Specifically, EGO-ALR increased the Oppo Cost by an average of 25.27% when the RMSE and CC values were not more than 1.07% different from the original ALR. This study validated the efficiency and robustness of EGO-ALR approaches using 19 datasets from various domains and three distinct linear regression models (Ridge regression, Lasso, and Elastic network).…”
Get full text

Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning by Spyridon Chavlis, Panayiota Poirazi

“…However, unlike biological brains who tackle similar problems in a very efficient manner, DL algorithms require a large number of trainable parameters, making them energy-intensive and prone to overfitting. …”
Get full text

Efficient Human Activity Recognition Using Machine Learning and Wearable Sensor Data by Ziwei Zhong, Bin Liu

“…The results underscore the superior accuracy and efficiency of the majority decision model in human activity state recognition, highlighting its potential for practical applications in health monitoring systems.…”
Get full text

An Efficient Analytical Approach for Soliton Solutions to a Variant of the Sasa–Satsuma Equation by Shami A. M. Alsallami

“…The different forms of the Schrödinger equation have been successfully applied in various physical disciplines, including nonlinear optics, plasma physics, and fluid dynamics. …”
Get full text

Energy-efficient clustering algorithm based on game theory for wireless sensor networks by Qingwei Liu, Mandan Liu

“…Clustering is a popular method to achieve energy efficiency and scalable performance in large-scale sensor networks. …”
Get full text

Truck configurations for efficient transportation of forest biomass: a short literature review by Connor Howitt, Mohammad Reza Ghaffariyan

“…Recent literature on forest biomass, truck configuration, and productivity were analysed to determine the efficiency of different truck configurations and their fuel usage and emissions. …”
Get full text

Efficient fault-tolerant implementations of non-Clifford gates with reconfigurable atom arrays by Yifei Wang, Yixu Wang, Yu-An Chen, Wenjun Zhang, Tao Zhang, Jiazhong Hu, Wenlan Chen, Yingfei Gu, Zi-Wen Liu

“…We demonstrate that several characteristic features of the reconfigurable atom array platform are inherently well-suited for addressing this key challenge, potentially leading to significant advantages in fidelity and efficiency. Specifically, we consider a series of different strategies, including magic state distillation, concatenated code array, and fault-tolerant logical multi-controlled-Z gates, leveraging key platform features such as nonlocal connectivity, parallel gate action, collective mobility, and native multi-controlled-Z gates. …”
Get full text

Comparative Study Between Vision Transformer and EfficientNet on Marsh Grass Classification by Conrad Testagrose, Mehlam Shabbir, Braden Weaver, Xudong Liu

“…In this study we compare the use of Vision Transformers (ViT) and two different EfficientNet models on automated marsh grass identification using the GTMNERR Marsh Grass Species data set. …”
Get full text

AUGUR, a flexible and efficient optimization algorithm for identification of optimal adsorption sites by Ioannis Kouroudis, Poonam, Neel Misciasci, Felix Mayr, Leon Müller, Zhaosu Gu, Alessio Gagliardi

“…This predictor is then used as a surrogate for a data-efficient Bayesian Optimization scheme to determine the optimal adsorption positions. …”
Get full text

Randomised land use pathway generation allows efficient multi-outcome appraisal by Joshua P. Copping, Richard B. Bradbury, Rob H. Field, Tom Finch

“…We also explore the consequences of achieving efficiency at different spatial or governance scales, showing that whilst UK-scale decision-making is slightly more efficient, it results in less equitable outcomes than decision-making at devolved nation scales.…”
Get full text

Resource use efficiency level of public organizations. The case of Spanish health systems by María Soledad Campos Lucena, Africa Ruiz Gándara, María de Magdala Pérez Nimo, Francisco Javier Ortega Irizo, Francisco Velasco Morente

“… Objectives: This paper seeks to detect, in the Spanish health system, which health services are efficient, and which are not, as well as propose corrective measures that allow inefficient health services to achieve efficiency. …”
Get full text

Review of Energy Efficiency Evaluation Indexes Related to Data Center Cooling Systems by Wang Bo, Guo Yanhua, Shao Shuangquan, Tu Qiu, Li Qianli

“…To help data centers achieve carbon neutrality and fully utilize the energy-saving potential of the cooling system, the energy efficiency of data center cooling systems should be evaluated. …”
Get full text

High-Efficiency Triple-Junction Polymer Solar Cell: A Theoretical Approach by Fazli Sattar, Xiaozhuang Zhou, Zakir Ullah

“…This innovative multi-junction design offers a promising pathway to enhanced power conversion efficiencies in polymer solar cells, advancing the integration of renewable energy technologies.…”
Get full text

Thrust-efficiency limits of a swimming tail with variable chordwise flexural rigidity by Hossam Alqaleiby, Muhammad R. Hajj

“…Abstract Emulating oscillations performed by natural swimmers can provide different functionalities than those of propeller-based underwater robots. …”
Get full text

On joint efficiency of composite anisotropic plate rigidly fixed along outside edges by A. G. Akopyan

Get full text

Efficient Fatigue Analysis of Helix Elements in Umbilicals and Flexible Risers: Theory and Applications by Geir Skeie, Nils Sødahl, Oddrun Steinkjer

“…An overall computational consistent and efficient fatigue analysis scheme is outlined with due regard of the cross-sectional analysis technique required for fatigue stress calculation with particular attention to the helix elements. …”
Get full text

The coupling dynamic effect of government environmental attention, green efficiency, and air quality by Yuequn Cao, Chaoyang Tu, Kexin Du, Chenlin Cui

“…The results indicate that while government environmental attention, green efficiency, and air quality all show an upward trend, their temporal and spatial performances differ. …”
Get full text

Efficient Detection of Microplastics on Edge Devices With Tailored Compiler for TinyML Applications by Alessandro Cerioli, Lorenzo Petrosino, Daniele Sasso, Clement Laroche, Tobias Piechowiak, Luca Pezzarossa, Mario Merone, Luca Vollero, Anna Sabatini

“…This highlights the potential of our method for efficient and effective microplastic detection in environmental monitoring.…”
Get full text

Energy efficiency maximization in MIMO links aided by metasurfaces with global reflection constraints by Ayşegül Ilay Tunalı, Robert Kuku Fotock, Alessio Zappone, Giorgio Taricco, Giuseppa Alfano, Hakan Ali Çırpan

“…Abstract This work develops two radio resource allocation algorithms to optimize the energy efficiency of a multiple-input multiple-output (MIMO) communication system where a metasurface is deployed near the transmit antenna array to create a reconfigurable holographic beamforming structure. …”
Get full text

Disentangling autoencoders and spherical harmonics for efficient shape classification in crystal growth simulations by Jaehoon Cha, Steven Tendyra, Alvin J. Walisinghe, Adam R. Hill, Susmita Basak, Peter R. Spackman, Michael W. Anderson, Jeyan Thiyagalingam

“…This framework enables more efficient exploration of possible crystal morphologies, facilitating the targeted design of crystalline materials with specific functional properties.…”
Get full text