Towards arbitrary QUBO optimization: analysis of classical and quantum-activated feedforward neural networks by Chia-Tso Lai, Carsten Blank, Peter Schmelcher, Rick Mukherjee

“…To address this challenge, we developed a powerful feedforward neural network (FNN) optimizer for arbitrary QUBO problems. …”
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RFID‐Based Enhanced Resource Optimization for 5G/6G Network Applications by Stella N. Arinze, Augustine O. Nwajana

“…ABSTRACT In the rapidly evolving landscape of 5G/6G networks, efficient resource optimization is critical to addressing the escalating demands for high‐speed, low‐latency, and energy‐efficient communication. …”
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Metamodel-Based Optimization Method for Traffic Network Signal Design under Stochastic Demand by Wei Huang, Xuanyu Zhang, Haofan Cheng, Jiemin Xie

“…In the numerical example, a six-node test network is used to examine the proposed metamodel-based optimization method. …”
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ML-Based Self-Optimization Handover Technique for Beyond 5G Mobile Network by Saddam Alraih, Rosdiadee Nordin, Asma Abu-Samah, Ibraheem Shayea, Nor Fadzilah Abdullah

“…However, implementing these technologies may pose several challenges to the B5G network. One key challenge is the need for efficient Handover (HO) optimization processes. …”
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Innovative Dombi Aggregation Operators in Linguistic Intuitionistic Fuzzy Environments for Optimizing Telecommunication Networks by Dilshad Alghazzawi, Misbah Hayat, Ghaliah Alhamzi, Abdul Wakil Baidar

“…Abstract Network optimization is accomplished by integrating AI-powered technologies that are industry leading throughout the network lifecycle to optimize network performance in accordance with strategic objectives and maximize return on investment. …”
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Physics-Informed Neural Networks for the Reynolds Equation with Transient Cavitation Modeling by Faras Brumand-Poor, Florian Barlog, Nils Plückhahn, Matteo Thebelt, Niklas Bauer, Katharina Schmitz

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LTE International Roaming Optimization Scheme Based on Equivalent PLMN by Jie Qin, Chen Fang, Haichen Liu, Wenbing Cheng, Bing Wu, Xiaozhi Pan, Riming Liang, Zhihua Chen

“…With the development of LTE international roaming, the long time delay for roaming network selection has recently attracted much attention. …”
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Efficient coding in biophysically realistic excitatory-inhibitory spiking networks by Veronika Koren, Simone Blanco Malerba, Tilo Schwalger, Stefano Panzeri

“…Here, we derive the structural, coding, and biophysical properties of excitatory-inhibitory recurrent networks of spiking neurons that emerge directly from imposing that the network minimizes an instantaneous loss function and a time-averaged performance measure enacting efficient coding. …”
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Inter-Satellite Handover Method Based Multi-Objective Optimization in Satellite-Terrestrial Integrated Network by Renpeng LIU, Bo HU, Hequn LI

“…The high-speed motion of low-earth orbit communication satellites results in a highly dynamic network topology, and the spatio-temporal distribution of resources in the satellite-terrestrial integrated network is non-uniform.When multiple users and services switch between satellites, a large number of handover requests are triggered, leading to intensified network resource competition.As a result, the limited satellite resources cannot meet all the handover requests, leading to a significant decrease in handover success rate.In view of the above problem, the multi-objective optimization based satellite handover method was proposed.It introduced the satellite coverage spatio-temporal graph and transforms the dynamic continuous topology into static discrete snapshots, accurately depicted the connections between satellite nodes and users at different times and locations.The multi-objective optimization model was established for satellite handover decisions, and anadaptive accelerated multi-objective evolutionary algorithm(AAMOEA) was proposed to optimized user data rate and network load simultaneously, ensured handover success rate and enhanced network service capability.It built a STIN communication simulation environment and tested the multi user handover performance in a multi satellite overlapping coverage scenario.The results demonstrated that the multi-objective optimization-based satellite handover method achieved an average handover success rate improvement of over 20% compared to benchmark algorithms.…”
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The Non-Orthogonal Multiple Access (NOMA) Dynamic Power Allocation in 5G Networks by Noor Alzubaidi, Ismael Sharhan Hubri

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A Novel Network Optimization Scheme Based on Anti-Flocking and Improved Nash Equilibrium Algorithm by Tianjun Wang, Shuchang Zhang, Lishan Liu, Duanpo Wu, Xinyu Jin, Shuwei Cen, Bing Fan

“…Unmanned Aerial Vehicle (UAV) has very wide application prospect in aiding terrestrial cellular network communication, but it remains a challenge to optimize UAV locations and maximize user service rate during deployment. …”
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A network meta-analysis of optimal strategies for preventing post-endoscopic retrograde cholangiopancreatography pancreatitis by Erfan Arabpour, Alireza Azarboo, Amirreza Pouladi, Parya Mozafari Komesh-Tape, Fatemeh Mousavi Eshlaghi, Hadi Golmoradi, Amirhossein Ghaseminejad-Raeini, Amir Sadeghi, Mohammad Reza Zali

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Enhancing smart healthcare networks: Integrating attribute-based encryption for optimization and anti-corruption mechanisms by Yanzhao Zeng, Xin Guan, Jingjing Sun, Yanrui Chen, Zeyu Wang, Peng Nie

“…This study investigates the feasibility and effectiveness of integrating Attribute-Based Encryption (ABE) into smart healthcare networks, with a particular focus on its role in enhancing anti-corruption mechanisms. …”
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An Intelligent Fault Diagnosis Model for Rolling Bearings Based on IGTO-Optimized VMD and LSTM Networks by Xianglong Luo, Fengrong Yu, Jing Qian, Biao An, Nengpeng Duan

“…To address the issue of rolling bearing fault diagnosis, this paper proposes a novel model combining the Improved Gorilla Troop Optimization (IGTO) algorithm, Variational Mode Decomposition (VMD), Permutation Entropy (PE), and Long Short-Term Memory (LSTM) networks. …”
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A Lightweight Deep Learning Network with an Optimized Attention Module for Aluminum Surface Defect Detection by Yizhe Li, Yidong Xie, Hu He

“…Additionally, we introduced an optimized Convolutional Block Attention Module (CBAM) to further enhance network efficiency. …”
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A Reconfigurable Access Scheme for Massive-MIMO MTC Networks by Atoosa Dalili Shoaei, Duc Tuong Nguyen, Tho Le-Ngoc

“…This paper presents an efficient reconfigurable access scheme for massive machine-type communication networks, where to provide massive connectivity, the base station is equipped with a large-scale antenna array. …”
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Differentiated service and ant colony optimization based routing protocol for wireless multimedia sensor networks by Yan-jing SUN, Wei FANG, Wei-dong LIU, Chong MENG

“…There are many kinds of data in wireless multimedia sensor networks,which have different quality of service requirements.A novel routing protocol(DSACO)based on ant colony optimization was proposed.In the protocol,the time and energy spent on searching paths were reduced by limiting ants searching region after dividing the network into many layers.The protocol chose different paths for different kinds of data to meet the QoS requirements from the data.The simulation results show that the protocol provides better QoS for multimedia data and outperforms the other routing protocol in terms of data transmission average delay,packet loss rate and energy consumption.…”
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Differentiated service and ant colony optimization based routing protocol for wireless multimedia sensor networks by Yan-jing SUN, Wei FANG, Wei-dong LIU, Chong MENG

“…There are many kinds of data in wireless multimedia sensor networks,which have different quality of service requirements.A novel routing protocol(DSACO)based on ant colony optimization was proposed.In the protocol,the time and energy spent on searching paths were reduced by limiting ants searching region after dividing the network into many layers.The protocol chose different paths for different kinds of data to meet the QoS requirements from the data.The simulation results show that the protocol provides better QoS for multimedia data and outperforms the other routing protocol in terms of data transmission average delay,packet loss rate and energy consumption.…”
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Design of distributed implementation and performance analysis of asymptotic optimality for cooperative two-way relaying networks by LI Chun-guo1, ZHONG Chong-xian2, YANG Lv-xi1, PAN Yue3

“…The realization scheme in the distributed manner was researched for the cooperation transmission of the multi-ple two-way relays,moreover the performance analysis of the asymptotic optimality was also presented.First of all,an upper-bound function was obtained for the true value of the average mean squared error of the whole system by the SNR approximations.Furthermore,a mathematical model was established based on this bound function.Secondly,an optimal solution was obtained for the established problem by using the matrix transform and mathematical derivations.Finally,the realization scheme was obtained in the distributed manner.The proposed scheme avoided the strict requirement that every relay must know the full channel state information（CSI） of the whole networks,while can easily achieve the gain of the relays cooperation by requiring every relay know its local CSI consisted of its forward and backward CSI.There-fore,the proposed scheme not only avoided the central control as required by the central manner and the large amount of the feedback overheads,but also achieved much gain.Theory analysis shows that the proposed scheme is asymptotically optimal.…”
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Optimal forwarding policy in opportunistic based on social features of nodes by Zhi-fei WANG, Pei-teng SHI, Su DENG, Hong-bin HUANG, Ya-hui WU

“…A forwarding model of opportunistic network was established based on social features of node and by introducing the Pontryagin’s maximal principle,the optimal policy was got,which obeyed the threshold form.Let h denotes the stop time,when t＆lt;h,nodes forward the messages with the maximum probability,when t＆gt;h,the node stops sending messages.Experiments show that the optimal strategy is better than optimal static policy.Further analysis show that the bigger the average number of friends of node is,the smaller the stopping time is,the better the performance is.…”
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