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    Storage Task Allocation Algorithm in Decentralized Cloud Storage Network by SHEN Zhen, ZHAO Cheng-gui

    Published in Jisuanji kexue (2022-12-01)
    “…Constructing a novel model for the storage task allocation problem of federated learning client datasets,to ensure load balancing of decentralized cloud storage networks,shorten the storage data uploading and recovery time,and reduce the total client storage cost,a data storage task allocation algorithm——URGL_allo (allocation based on user requirements and global load) that considers client requirements and global load is proposed.In the node allocation phase,node resources such as global load,topological attributes,storage price and data recovery time concerned by clients are considered,and a new node ranking method is defined in conjunction with the law of gravity to select the best storage task allocation node.In the link allocation stage,the shortest path calculation is performed using Dijkstra’s algorithm for the client node as the center to other nodes in the network,and the path with the largest bandwidth value in the set of shortest paths between two nodes is selected for allocation.Simulation results show that the proposed algorithm reduces the load balancing index and the total client storage cost by 41.9% and 5%,respectively,compared with the random policy-based allocation algorithm (Random_allo),and the data recovery time is not much different from that of the link bandwidth-based greedy algorithm,both of which are stably maintained between (0,2],which is 1/20 of Random_allo.The combined performance of global load and service quality is better than that of the comparison algorithm.…”
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    Provable secure trusted protocol for network storage by DUAN Xin-dong, MA Jian-feng

    Published in Tongxin xuebao (2011-01-01)
    Subjects: “…provable security;trusted network access;network attached secure disks;network storage protocol…”
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    Using Neural Network For Control Of Fuzzy Storage by Noor Sabah, Zena Modhur

    “…In this research, an optimal model will be created to control the storage in the blood bank in Nineveh Governorate by studying the continuous review system for storage in light of the ambiguity of random demand. …”
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    Network models for the expansion of grain storage facilities by N.D. Du Preez, M. Sinclair

    Published in ORiON (2003-12-01)
    “…A previous study done for these co-operatives indicated that existing storage facilities should be extended to accommodate increased production in the region. …”
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    Proxy Re-Encryption Scheme for Decentralized Storage Networks by Jia Kan, Jie Zhang, Dawei Liu, Xin Huang

    Published in Applied Sciences (2022-04-01)
    “…Data must be encrypted in a permission-less decentralized storage network, and the permission control should be pure cryptographic. …”
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    Optimal storage capacity of quantum Hopfield neural networks by Lukas Bödeker, Eliana Fiorelli, Markus Müller

    Published in Physical Review Research (2023-05-01)
    “…In this work, we propose and explore a general method for evaluating the maximal storage capacity of quantum neural network models. …”
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    Cost–Benefit Analysis of Energy Storage in Distribution Networks by Yu Ji, Xiaogang Hou, Lingfeng Kou, Ming Wu, Ying Zhang, Xiong Xiong, Baodi Ding, Ping Xue, Junlong Li, Yue Xiang

    Published in Energies (2019-09-01)
    “…Due to the challenges posed to power systems because of the variability and uncertainty in clean energy, the integration of energy storage devices (ESD) has provided a rigorous approach to improve network stability in recent years. …”
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    Holistic In-Network Acceleration for Heavy-Tailed Storage Workloads by Gyuyeong Kim

    Published in IEEE Access (2023-01-01)
    “…To this end, we present NetStore, an in-network storage accelerator that exploits the capability of emerging programmable switches. …”
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