A framework reforming personalized Internet of Things by federated meta-learning by Linlin You, Zihan Guo, Chau Yuen, Calvin Yu-Chian Chen, Yan Zhang, H. Vincent Poor

“…Abstract Advances in Artificial Intelligence envision a promising future, where the personalized Internet of Things can be revolutionized with the ability to continuously improve system efficiency and service quality. …”
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A Review of Bioelectrochemical Strategies for Enhanced Polyhydroxyalkanoate Production by Alejandro Chamizo-Ampudia, Raúl. M. Alonso, Luisa Ariza-Carmona, África Sanchiz, María Isabel San-Martín

“…The growing demand for sustainable bioplastics has driven research toward more efficient and cost-effective methods of producing polyhydroxyalkanoates (PHAs). …”
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THE EVALUATION OF VENTURE FINANCING EFFECTIVENESS OF INNOVATIVE PROJECT USING REAL OPTIONS METHOD by A. O. Baranov, E. I. Muzyko, V. N. Pavlov

“…In the current financial theory traditional approaches to assessment of efficiency of innovative projects very often show their limitations, since most of them are not suitable for projects implemented in conditions of high risk and uncertainty. …”
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A Survey on Machine Learning Enhanced Integrated Sensing and Communication Systems: Architectures, Algorithms, and Applications by Mikael Ade Krisna Respati, Byung Moo Lee

“…This technology utilizes the same communication resources for communicating and sensing within the same framework, enabling more efficient use of resources. Currently, machine learning (ML) has been developed in the field of communications, including sensing and wireless communications, due to its ability to tackle complex optimization problems, estimate complex issues, and extract and exploit spatial/temporal patterns that can improve ISAC performance. …”
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The Research Progress in the Design and Development of Photocatalytic Materials by Chen Gaoyou

“…The development of efficient photocatalytic materials is crucial to solving environmental problems and promoting sustainable energy development. …”
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Komparasi Static Routing Menggunakan IPv4 Dengan IPv6 Guna Meningkatkan Quality Of Service by Tommi Alfian Armawan Sandi, Rachmat Ad Purnama, Firmansyah Firmansyah, Sujiliani Heristian

“…IPv6 with its routing process is much more efficient than its predecessor, and also has the ability to manage the large capacity of the route table, so in this study the authors compare IPv4 and IPv6 in terms of static routing efficiency on MikroTik routers.…”
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Harnessing Remote Sensing Technologies for Successful Large-Scale Projects by Josip Lisjak, Matej Petrinović, Stjepan Keleminec

“…The integration of remote sensing technologies, such as Mobile Mapping Systems (MMS), Ground Penetrating Radar (GPR), airborne LiDAR, high-speed terrestrial laser scanner and airborne multispectral cameras, is transforming the execution and management of large-scale infrastructure projects. These tools enable efficient and accurate data collection without requiring operators to be physically present in the observed area, enhancing the ability to map, analyze, and model both surface and subsurface features. …”
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Advanced Network Traffic Prediction Using Deep Learning Techniques: A Comparative Study of SVR, LSTM, GRU, and Bidirectional LSTM Models by Wang Yuxin

“…The models are evaluated based on their generalization accuracy, as measured by Mean Absolute Percentage Error (MAPE), computational efficiency, and their ability to capture underlying traffic dynamics. …”
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Managing energy consumption in FPGA-based edge computing systems with soft-core CPUs by Oleksandr Hryshchuk, Sergiy Zagorodnyuk

“…However, the energy consumption of FPGA-based edge computing systems remains a critical concern, particularly in resource-constrained environments where power efficiency is crucial. This paper presents an energy-efficient edge computing system focusing on job scheduling and power management optimization. …”
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Detection method for underwater acoustic communication signals based on adaptive morphological filtering and Hough transform by WANG Yang, SHEN Tongsheng, WANG Tao, QIAO Gang, ZHOU Feng

“…The experment results show that the proposed method has better robustness and effectiveness in terms of generalization ability, detection probability, and detection efficiency under different channel environments.…”
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Metasurface-Based Optical Analog Computing: From Fundamentals to Applications by Dingyu Xu, Shuangchun Wen, Hailu Luo

“…With unprecedented growth in data information over the past few decades, it is critically important to seek a faster and more efficient method to simplify data processing. In recent years, optical analog computing provides an available way due to its large capacity, energy saving, and high efficiency. …”
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Flow physics of nutrient transport drives functional design of ciliates by Jingyi Liu, John H. Costello, Eva Kanso

“…We demonstrate that ciliates optimize their feeding efficiency by designating a specific portion of the cell surface as a ‘mouth,’ and optimal cilia coverage varies by life strategy: for sessile ciliates, prey encounter is most efficient when cilia are arranged in bands around oral structures while ciliates that swim display diverse ciliary arrangements that meet the cell’s nutritional needs. …”
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Kinetics and equilibrium of lanthanum biosorption by free and immobilized microalgal cells by Fernanda do Nascimento Corrêa, Aderval Severino Luna, Antonio Carlos Augusto da Costa

“…Free cells were more efficient in the process than alginate pellets and it was not possible to model the results due to the very fast uptake. …”
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Advancing Data Resilience: An In-Depth Study of Pyramid Codes for Fault Tolerance and Repair Cost Optimization by Chen Yanqiu

“…The study delves into fault tolerance mechanisms, demonstrating Pyramid Codes’ ability to handle single, double, and triple disk failures efficiently. …”
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A Novel Ginsenoside-Transforming α-L-Rhamnosidase from <i>Bifidobacterium</i>: Screening, Characterization and Application by Chang-Hao Cui, Doohang Shin, Byung-Serk Hurh, Wan-Taek Im

“…In this study, we aimed to bridge this gap by evaluating eight putative rhamnosidases for their ability to transform ginsenosides. Among them, a novel rhamnosidase (C118) from <i>Bifidobacterium</i> was identified as being efficient at hydrolyzing ginsenoside Re. …”
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Integration of BIM and ar with VSLAM to assist in construction site inspection by Wei-Liang Kuo, Bo-Kai Huan, Shang-Hsien Hsieh, Yuan-Hao Tsai, Yun-Tsui Chang

“…The system uses a two-phase indoor positioning method: initial localization via visual markers and real-time tracking with VSLAM, enabling precise defect tracking and efficient model adjustments. While significantly improving inspection accuracy and efficiency, its performance is affected by environmental factors like lighting and marker placement, providing insights for future refinement. …”
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Adaptive Task Scheduling in Fog Computing Using Federated DQN and K-Means Clustering by Prashanth Choppara, S. Sudheer Mangalampalli

“…For all dataset sizes small, medium, and large datasets, it reduces makespan by up to 30%, improves throughput, and reduces energy by distributing tasks on the most efficient node based on current system states. The results demonstrate the ability of FLDQN to optimize task execution in real time, while addressing the scalability and privacy issues inherent in fog computing. …”
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Comparison of Bayesian Models to Estimate Survival From Dead‐Recovery Alone and Together With Live‐Encounter Data: Challenges and Opportunities by Michael Schaub, Jaume A. Badia‐Boher

“…The marginalized state‐space and multinomial models were the most computationally efficient. The models evaluated do not differ in their ability to model temporal covariates but do differ for individual continuous covariates. …”
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A lightweight MHDI-DETR model for detecting grape leaf diseases by Zilong Fu, Lifeng Yin, Can Cui, Yi Wang

“…This structure is designed to overcome the challenges of capturing complex high-level and subtle low-level features, and it uses Efficient Local Attention to focus more efficiently on regions of interest, thereby enhancing the model’s ability to detect complex targets while improving accuracy and inference speed. …”
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Bacteriophages as Targeted Therapeutic Vehicles: Challenges and Opportunities by Srividhya Venkataraman, Mehdi Shahgolzari, Afagh Yavari, Kathleen Hefferon

“…Their assembly from proteins and nucleic acids, coupled with their modifiable and biologically unique properties, enables them to serve as efficient and safe delivery systems. Unlike conventional nanocarriers, which face limitations such as non-specific targeting, cytotoxicity, and reduced transfection efficiency in vivo, engineered phages exhibit promising potential to overcome these hurdles and improve delivery outcomes. …”
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