Cost control

Cost control

Operations and maintenance of computing power centers require rational resource allocation planning, to control costs and maximize economic benefits.

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Fault management

Fault management

Computing power centers may experience faults that require prompt response and resolution to ensure service continuity.

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Performance optimization

Performance optimization

Computing power centers require continuous performance optimization to meet the growing demands of business.

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Monitoring and alerting

Monitoring and alerting

The operational status of computing power centers needs real-time monitoring to ensure timely detection and resolution of potential issues.

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Automated operations and maintenance

Automated operations and maintenance

Computing power centers require handling a large number of operations and maintenance tasks, and it’s difficult for traditional manual operations and maintenance methods to meet the demands, leading ...

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Resource limitations

Resource limitations

Edge devices typically have limited resources, such as computing power, storage space, and energy supply, which restricts their capability to handle complex tasks or large sets of data.

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System scalability and maintenance

System scalability and maintenance

As business demands grow, edge computing systems need to be easily scalable and maintainable to accommodate evolving workloads.

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Data security and privacy

Data security and privacy

The data processed in edge inference may contain sensitive information, necessitating the assurance of data security and privacy protection.

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Network connectivity stability

Network connectivity stability

Network connections in edge environments must be stable and reliable to ensure continuous data transmission and accurate inference results.

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Real-time decision-making demands

Real-time decision-making demands

Application scenarios such as autonomous driving and quantitative trading require real-time data analysis and decision-making, where any delay could lead to serious consequences.

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