What does "System Heterogeneity" mean?
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System heterogeneity refers to the differences in the capabilities and performance of various devices and systems within a network. In many cases, these devices may have varying levels of computing power, battery life, and communication abilities. This variation can make it challenging for them to work together efficiently.
In networks where many devices are connected, such as those found in wireless or IoT environments, the differences in device performance can lead to delays and inefficiencies. Some devices may be faster or more powerful, while others may struggle to keep up. This can impact the overall performance of the network and the tasks being completed.
To address these challenges, strategies like model pruning and careful device selection can be employed. These approaches help to optimize the use of network resources and improve the efficiency of communication. By understanding and managing system heterogeneity, networks can perform better and deliver faster results.