Systems and methods for multimodal emergency management of smart cities based on large models of internet of things

A method for multimodal emergency management of a smart city based on a large model of Internet of Things (IoT), executed by an emergency supervision management platform, comprising:

• based on a preset cycle, for each of a plurality of sub-data centers,
• determining a second target dataset and a target processing order based on a remaining computing resource, a reference computing resource, and a first target dataset;
• predicting a pending data volume based on first historical data;
• based on the reference computing resource and the pending data volume, predicting a resource occupancy condition, and generating an overload condition;
• and
• determining a data transmission order for each of the plurality of sub-data centers based on target processing orders of the plurality of sub-data centers, and transmitting the second target dataset of each of the plurality of sub-data centers based on the data transmission order of the sub-data center.

A non-transitory computer-readable storage medium, storing computer instructions, wherein when a computer reads the computer instructions from the storage medium, the computer executes a method for multimodal emergency management of a smart city based on a large model of Internet of Things (IoT), executed by an emergency supervision management platform, the method comprising:

• based on a preset cycle, for each of a plurality of sub-data centers,
• determining a second target dataset and a target processing order based on a remaining computing resource, a reference computing resource, and a first target dataset;
• predicting a pending data volume based on first historical data;
• based on the reference computing resource and the pending data volume, predicting a resource occupancy condition, and generating an overload condition;
• and
• determining a data transmission order for each of the plurality of sub-data centers based on target processing orders of the plurality of sub-data centers, and transmitting the second target dataset of each of the plurality of sub-data centers based on the data transmission order of the sub-data center.