Improving Neural Network Efficiency Using Piecewise Linear Approximation of Activation Functions by Pavan Reddy, Aditya Sanjay Gujral

“…Conversely, we show that a piecewise linear approximation of the sigmoid function is computationally slower compared to its continuous counterpart. …”
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On efficient iterative schemes for finding all solutions of non-linear engineering problems by Mudassir Shams, Nasreen Kausar

“…Nonlinear equations are important in engineering because they may simulate complicated real-world phenomena such as fluid dynamics, material stress, and electrical circuits, where linear assumptions fail. They allow engineers to more correctly estimate how a system will respond in certain conditions. …”
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An efficient fire detection algorithm based on Mamba space state linear attention by Yuming Li, Yongjie Wang, Xiaorui Shao, Anbo Zheng

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An Efficient Algorithm for Fuzzy Linear Fractional Programming Problems via Ranking Function by Rasha Jalal Mitlif

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Secure efficient and verifiable large linear equations solve outsourcing computing scheme by Xing-lan ZHANG, Xiang LIU

“…A secure,efficient and verifiable outsourcing computation scheme was proposed based on the current problems of leaking users information and tampering with the calculating results,which were encountered while solving large-scale linear equations in outsourcing computation.A new linear equation with similarity solutions was constructed based on the constant transformation between random permutation and linear equations.It avoids the problem that the current data camouflage scheme is easily attacked by solving common factor method.It also improves the verification effciency and reduces the complexity of space.The performance analysis shows that the scheme is highly efficient.…”
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Models for estimating the efficiencies of forest enterprises by Janina Kaminskienė, Eligijus Laurinavičius

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Developing an Alternative Calculation Method for the Smart Readiness Indicator Based on Genetic Programming and Linear Regression by Mitja Beras, Miran Brezočnik, Uroš Župerl, Miha Kovačič

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Study of Effect of Linear Tip Relief Modification in Power Transmission Efficiency of Spur Gears by Narendiranath Babu THAMBA, Abhijeet Mukund TAMBARE, Krishna Caitanya ANANTHANARAYANAN, Rama Prabha DURAISWAMY, Shankar THANGAVELU, Raj Kumar EASWARA PILLAI, Ramalinga Viswanathan MANGALARAJA

Subjects: “…linear gear tip relief profile modification…”
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A Time-Efficient Convergecast Scheduling on Star-Linear IWSN for Narrow Process Industries by Hong-hua Xu, Xinping Guan

“…The wireless technology is regarded as a paradigm shifter in the process industry. A star-linear industry wireless sensor network (IWSN) for narrow process industries is proposed in this paper. …”
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Linearly concentrating solution favors efficient and precise determination of critical pitting chloride concentration by Jia-Yi Gao, Yang Bai, Cheng-Ping Ye, Xian-Zong Wang

“…Herein, a novel method (single test) was proposed to efficiently and precisely positioning CPCC, i.e., linearly increasing chloride concentration that realized by a peristaltic pump with a high precision drip rate of μL/min. …”
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Wireless HDLC Protocol for Energy-Efficient Large-Scale Linear Wireless Sensor Networks by Daniel Mihai Toma, Joaquin del Rio, Antoni Mànuel

“…By applying for the first time a standard data layer along with a time division multiple access (TDMA)-based medium access control (MAC) and time synchronization technique specifically designed for the linear topology, we address the interoperability problem with guaranteed energy efficiency and data link performance in linear sensor topology. …”
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Linear DNA–Chitosan Nanoparticles: Formulation Challenges and Transfection Efficiency in Lung Cell Line by Chiara Migone, Angela Fabiano, Ylenia Zambito, Rebecca Piccarducci, Laura Marchetti, Chiara Giacomelli, Claudia Martini, Anna Maria Piras

“…These considerations make linear DNA an effective choice for gene delivery pilot studies, where formulations and transfection efficiency calculations are studied considering the nucleic acid dimensions. …”
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An Efficient Reliable Communication Scheme in Wireless Sensor Networks Using Linear Network Coding by Jin Wang, Xiumin Wang, Shukui Zhang, Yanqin Zhu, Juncheng Jia

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Retracted: Active Learning Query Strategies for Linear Regression Based on Efficient Global Optimization by Journal of Electrical and Computer Engineering

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PPLA-Transformer: An Efficient Transformer for Defect Detection with Linear Attention Based on Pyramid Pooling by Xiaona Song, Yubo Tian, Haichao Liu, Lijun Wang, Jinxing Niu

“…To enhance both the detection accuracy and efficiency, this paper proposes a linear attention mechanism based on pyramid pooling. …”
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Estimating Models and Evaluating their Efficiency under Multicollinearity in Multiple Linear Regression: A Comparative Study by Saman Hussein Mahmood

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An efficient Quantum Approximate Optimization Algorithm with fixed linear ramp schedule for truss structure optimization by Junsen Xiao, Naruethep Sukulthanasorn, Reika Nomura, Shuji Moriguchi, Kenjiro Terada

“…As a result, the objective function is in a simple format, enabling efficient optimization using QAOA. Third, a fixed linear ramp schedule (FLRS) for variational parameter setting bypasses the classical optimization process, thereby improving the operational efficiency of the framework. …”
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The influence of non-ideal phase flow on the extraction efficiency for the case of a linear equilibrium distribution by Tadić G., Gligorić M., Tolić A.

“…The calculated number of stages (ND - NT) served as a measure of the influence of the denoted parameters on the extraction efficiency. The results of the investigation indicate that the number of stages (ND - NT) considerably increased with increasing backmixing coefficients and that the dependence was linear. …”
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The Efficiency of Linear Signal Processing in High Frequency Communication Systems for Multipath Ionospheric Propagation Environment by A. V. Elokhin, V. T. Ermolayev, O. D. Kosymov, D. P. Serebryakova, S. A. Tiraspolsky, A. G. Flaksman

“…It is shown that in frequency-selective two ray channel, the linear MMSE equalization at the receiver provides efficient ISI elimination for all modulation and coding schemes except high-order modulations that are required development of non-linear quasi-optimal signal processing algorithms.…”
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Efficiency Improvement in a Crude Oil Heating Furnace Based on Linear Regulation Control Strategies by Francisco Jacas-Portuondo, Leonardo Peña-Pupo, Miguel R. Forgas-Brioso, Electo E. Silva-Lora, John A. Taborda-Giraldo, José R. Nuñez-Alvarez

Subjects: “…energy efficiency…”
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