Systems, media, and methods for adaptive experimentation modeling

At least one system comprising:

• at least one computing device comprising one or more processors;
• and
• at least one memory coupled to at least one of the one or more processors, wherein the at least one memory comprises instructions that configure the at least one computing device to:
• select a plurality of operational components to which operational resources are allocated;
• select a plurality of control signals for the plurality of operational components;
• apply each of the plurality of control signals to each of the plurality of operational components to determine an operational effect of each of the plurality control signals on each of the plurality of operational components;
• apply a resource requirement for each of the plurality of operational components;
• determine, using a queue optimization model, a first control signal target value, based on the operational effect of each of the plurality of control signals on each of the plurality of operational components and the resource requirement for each of the plurality of control signals for each of the plurality of operational components;
• and
• assign, based on the first control signal target value, an operational resource allocation to each of the plurality of operational components.

One or more non-transitory computer-readable storage media encoded with instructions that, when executed, configure processing circuitry of a computing device for:

• selecting a plurality of operational components to which operational resources are allocated;
• selecting a plurality of control signals for the plurality of operational components;
• applying each of the plurality of control signals to each of the plurality of operational components to determine an operational effect of each of the plurality control signals on each of the plurality of operational components;
• applying a resource requirement for each of the plurality of operational components;
• determining, using a queue optimization model, a first control signal target value, based on the operational effect of each of the plurality of control signals on each of the plurality of operational components and the resource requirement for each of the plurality of control signals for each of the plurality of operational components;
• and
• assigning, based on the first control signal target value, an operational resource allocation to each of the plurality of operational components.