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相关概念视频

Transmission-based Precautions II: Airborne and Protective Environment01:25

Transmission-based Precautions II: Airborne and Protective Environment

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Transmission-based precautions are for patients infected or suspected to be infected (or colonized) with organisms posing a significant risk to others. The transmission precautions include airborne and protective environment precautions.
Airborne precautions:
Use airborne precautions when treating patients known or suspected to have diseases that spread through the air—for example, tuberculosis or measles. These organisms are present in smaller droplets expelled by an infected person and...
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Protection of Alcohols02:31

Protection of Alcohols

8.1K
This lesson delves into the concept of protection and deprotection of a functional group fundamental to synthetic organic chemistry. These phenomena are explained in the context of aliphatic and aromatic alcohols.
Protection
It defines a protecting group as the masking agent to make the more reactive species inert to a given set of conditions. This concept is depicted via the illustration of liquid flow through different outlets in an assembly of pipes. The analogy helps to understand the role...
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Zones of Protection01:16

Zones of Protection

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In power systems, the entire setup is divided into protective zones to isolate faults and protect the rest of the network. These zones include generators, transformers, buses, transmission lines, distribution lines, and motors. Each zone can be visualized as a separate room in a house, with each room protected by its own circuit breaker.
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
818
Protecting Self-Esteem01:27

Protecting Self-Esteem

238
Self-esteem, a central component of psychological well-being, is actively maintained through various cognitive and behavioral strategies. Individuals employ specific mechanisms to preserve a positive self-concept and mitigate threats to their self-worth, particularly in contexts involving social evaluation or personal feedback. Four primary techniques are commonly used to sustain self-esteem.Manipulating AppraisalsOne prominent strategy involves manipulating appraisals from others. Individuals...
238
Radial System Protection01:23

Radial System Protection

448
Radial systems employ time-delay overcurrent relays to reduce load interruptions. When a fault occurs, the nearest breaker opens first, while upstream breakers remain closed due to longer delay settings. This approach ensures minimal disruption to the rest of the system.
In a radial system with a fault downstream of the third breaker, ideally, only the third breaker will open, isolating the fault and interrupting the load connected beyond it. The second breaker has a longer delay setting,...
448
Avoidance Learning and Learned Helplessness01:14

Avoidance Learning and Learned Helplessness

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Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
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相关实验视频

Updated: Feb 14, 2026

Procedure and Key Optimization Strategies for an Automated Capillary Electrophoretic-based Immunoassay Method
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Procedure and Key Optimization Strategies for an Automated Capillary Electrophoretic-based Immunoassay Method

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基于联合学习和同态加密的云平台的隐私保护优化方法.

Jing Wang1, Yun Wang1

  • 1School of Computer Science and Engineering, Southeast University, Nanjing 211189, China.

Sensors (Basel, Switzerland)
|February 13, 2026
PubMed
概括

本研究介绍了异质联合同型加密云 (HFHE-Cloud) 模型,增强分布式培训的安全性和效率. 在多租户云环境中,HFHE-Cloud实现了高隐私保护和计算性能.

科学领域:

  • 云计算 云计算 云计算
  • 分布式系统 分布式系统
  • 密码学 密码学 密码学 密码学
  • 机器学习 机器学习

背景情况:

  • 云环境中的分布式培训面临着隐私泄露,通信冗余和由于多租户和高并发性而降低聚合效率等挑战.
  • 现有的联合学习模型在复杂的云基础设施中努力平衡隐私保护和计算性能.

研究的目的:

  • 为云平台开发安全高效的协作学习框架,以优化隐私保护和计算性能.
  • 解决与加密计算和分布式培训中的通信延迟相关的性能瓶.

主要方法:

  • 提出了异质联合同型加密云 (HFHE-Cloud) 模型,将联合学习 (FL) 与同型加密集成.
  • 实施了对异质节点的层次关键映射和动态调度机制,以减少性能瓶.
  • 通过在协作培训过程中不暴露原始数据来确保数据隐私.

主要成果:

  • 在综合性能方面,HFHE-Cloud显著超过了基线模型 (FedAvg,FedProx,FedPer,FedNova,HE-FedAvg) 的表现.
  • 实现了高度的隐私保护,全球准确度高达94.25%,稳定的损失在0.09.
  • 通过将加密/解密时间缩短约三分之一,提高计算性能,加密开销13%.
关键词:
云计算是云计算中的一个.分布式培训是指分布式培训.联邦研究是联邦研究.同型型的加密方式.隐私保护 隐私保护 隐私保护

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  • 通过将通信轮减少约五分之一并保持90%以上的节点参与,提高了分布式培训效率.
  • 结论:

    • 该HFHE-云模型展示了高安全性和可扩展性,适合多租户云环境.
    • 为云服务提供商和寻求强大隐私保护和高效协作培训的企业提供可行的技术解决方案.
    • 在云平台上成功平衡了密集的隐私要求与高效的分布式学习性能.