A data driven approach to classify descriptors based on their efficiency in translating noisy trajectories into physically-relevant information by Simone Martino, Domiziano Doria, Chiara Lionello, Matteo Becchi, Giovanni M Pavan

“…We use Onion clustering (an efficient unsupervised clustering method for timeseries analysis) to assess the maximum amount of information that can be extracted from the noisy trajectories by the various descriptors, which we then rank via a high-dimensional metric. …”
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Advancing Cosmological Parameter Estimation and Hubble Parameter Reconstruction with Long Short-term Memory and Efficient Kolmogorov–Arnold Networks by Jiaxing Cui, Marek Biesiada, Ao Liu, Cuihong Wen, Tonghua Liu, Jieci Wang

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Numerical modeling and neural network optimization for advanced solar panel efficiency by Udit Mamodiya, Indra Kishor, Mohammed Amin Almaiah, Monia Hamdi, Rami Shehab, Tayseer Alkhdour

“…Abstract Maximizing output from renewable solar panels requires higher efficiency. Conventionally, such optimization techniques—MPPT (Maximum Power Point Tracking) along with heuristic algorithms—suffer significantly from slow adaptability and track sub optimality under dynamic environments. …”
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Innovative device for crack monitoring and deflection analysis in structures: Improved accuracy, safety and efficiency by Alfonso C. Marcos-Romero, Laura Mendoza-Cerezo, Antonio Macías-García, Noelia Rebollo Muñoz, Jesús M. Rodríguez-Rego

“…The device is integrated seamlessly into structural health monitoring (SHM) and building information modelling (BIM) systems, thereby providing a holistic approach to structural assessment.The ES1293890 U device offers superior accuracy, with a resolution of 0.01 mm and a maximum deviation of 0.007 mm, which makes it a more effective alternative to existing commercial solutions. …”
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Adaptive Neuro-Fuzzy Inference System-Genetic Algorithm approach for global maximum power point tracking in PV systems under different shading conditions by Nivine Guler, Zied Ben Hazem, Ali Gunes, Firas Saidi

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An efficient and interactive feature selection approach based on copula entropy for high-dimensional genetic data by Xiaoran Yan, Shilong Shang, Dongxi Li, Yun Dang

“…The method combines feature-feature mutual information with feature-label mutual information and uses a maximum correlation minimum redundancy strategy for greedy selection. …”
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Energy-efficiency priority based beamforming design and optimization in IRS-assisted SWIPT system by Xiaorong XU, Weiwei ZHU, Jianrong BAO, Weiping ZHU, Wei FENG, Yingbiao YAO

“…Intelligent reflecting surface (IRS)-assisted simultaneous wireless information and power transfer (SWIPT) system is set as research background.Joint design and optimization of energy-efficiency priority based active beamforming at multi-antenna transmitter and passive beamforming at IRS were investigated.The optimization objective was to maximize minimum energy-efficiency, which was subject to transmitter power control, energy constraint at energy harvesting (EH) receiver and IRS phase shift constraint.Alternating direction method of multipliers (ADMM) was implemented to solve this non-linear non-convex optimization problem.Firstly, the fraction objective function was transformed via Dinkelbach’s approach.Singular value decomposition (SVD) andsemi-definite relaxation (SDR) were applied to obtain active beam forming vector at transmitter.Simulation results indicate that, IRS assisted SWIPT could significantly reduce energy threshold at EH receiver.The achievable energy-efficiency of the proposed strategy is 300 KB/J when total circuit power consumption is -15 dBm.Maximum energy-efficiency can be achieved with the maximum numbers of passive reflecting elements and transmitter antennas.…”
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On Adaptive Energy-Efficient Transmission in WSNs by M. Tahir, N. Javaid, A. Iqbal, Z. A. Khan, N. Alrajeh

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Space Efficiency of Tall Buildings in Singapore by Özlem Nur Aslantamer, Hüseyin Emre Ilgın

“…These metrics vary from a minimum of 68% and 5% to a maximum of 91% and 32%, respectively. These insights offer valuable guidance for Singaporean construction professionals, particularly architects, helping them make informed design decisions for high-rise projects.…”
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Comparison of Maximum Likelihood and some Bayes Estimators for Maxwell Distribution based on Non-informative Priors by Baghdad Science Journal

“…In this paper, Bayes estimators of the parameter of Maxwell distribution have been derived along with maximum likelihood estimator. The non-informative priors; Jeffreys and the extension of Jeffreys prior information has been considered under two different loss functions, the squared error loss function and the modified squared error loss function for comparison purpose. …”
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Power-Efficient Simultaneous Wireless Information and Power Transfer (SWIPT) for Batteryless IoT Devices Using a Co-Designed Rectifying Metantenna by Ping Lu, Linkai Luo, Linjie Yang, Ce Wang, Cheng Zhang, Chaoyun Song, Kama Huang, Yi Huang

“…Furthermore, the metasurface incorporates rectifier diodes distributed partially, significantly enhancing energy conversion efficiency. The proposed rectifying metantenna operates at 5.8 GHz (an ISM band) and achieves a maximum energy conversion efficiency of 54.6% when subjected to an input power of 0 dBm. …”
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A New Metric for CO₂ Emissions Based on the Interaction Between the Efficiency Ratio Entropy/Marginal Product and Energy Use by Second Bwanakare, Marek Cierpiał-Wolan, Daniel Rzeczkowski

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FREQUENCY RANGE DECOMPOSITION ACCORDING TO COMMUNICATION SYSTEMS AND MEANS by Oleksandr Y. Salii

“…It will provide us with high quality operations planning and to a maximum efficiency radio electronic suppression of troops and weapons. …”
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Behavioral Finance and the Imperative to Rethink Market Efficiency by Miloudi Kobiyh, Adil El Amri, Salah Oulfarsi, Yassine Hilmi

“…This finance is not just a simple presentation of behavioral biases, it aims to use results from cognitive psychology to explain behavioral finance and the imperative to rethink market efficiency. Behavioral biases challenge informational efficiency and can be reflected in prices. …”
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Correction of the Relative Coordinates by Range using the Maximum Likelihood Method by V. K. Orlov, V. S. Ramadanov

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Optimal feature encoding in early vision by Serena Castellotti, Giacomo Mazzotta, Alessandro Benedetto, Maria Michela Del Viva

“…Abstract The human visual system processes a massive amount of visual information very rapidly, requiring efficient coding mechanisms to handle such data within physiological constraints. …”
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Efficient ISAR image classification using MECSM representation by Valli Kumari Vatsavayi, Hari Kishan Kondaveeti

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Prediction of soil heavy metal content under spatial scale based on Bayesian maximum entropy and auxiliary information by FEI Xufeng, REN Zhouqiao, LOU Zhaohan, XIAO Rui, LÜ Xiaonan

“…Selecting Hangzhou City as a case study, the spatial distribution of heavy metals was predicted by Bayesian maximum entropy (BME) method using the soil parent material as auxiliary information, and the estimation accuracy was compared with the traditional Kriging technique. …”
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Efficient estimation in ZIP models with applications to count data by Nurul N. Mohamad, Ibrahim Mohamed, Ng Kok-Haur, Mohd S. Yahya

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Methodology of Estimating Efficiency of Non-Profit-Making Organization by N. A. Borisova

“…Besides, information about work efficiency could raise the level of confidence of society, which in its turn acts as a source of reserves for NPMO. …”
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