Slackness allocation for load generation

A computer-implemented method comprising:

• triggering, by a coordinating engine that is configured to interface with a data persistence layer and using parallel processing across one or more processors, multiple instances of a load generation engine configured to interface with the data persistence layer;
• identifying, using at least an instance of the multiple instances of the load generation engine and after the coordinating engine uses the parallel processing across the one or more processors to trigger the multiple instances of the load generation engine, a first transit time of a first load that is different from a second transit time of a carrier for the first load;
• tuning a load generation model using a slackness allowance function;
• and
• generating, using the load generation model with the slackness allowance function engaged, based on the coordinating engine using the parallel processing across the one or more processors to trigger the multiple instances of the load generation engine, and based on the data persistence layer storing one or more of data associated with the multiple instances of the load generation engine, multiple slackness time windows with corresponding slackness penalties for the first load to determine a third transit time based on a slackness time window of the multiple slackness time windows and a corresponding slackness penalty for the first load.

A non-transitory computer-readable medium storing computing instructions that, when executed on a processor, cause the processor to perform operations comprising:

• triggering, by a coordinating engine that is configured to interface with a data persistence layer and using parallel processing across one or more processors, multiple instances of a load generation engine configured to interface with the data persistence layer;
• identifying, using at least an instance of the multiple instances of the load generation engine and based on the coordinating engine using the parallel processing across the one or more processors to trigger the multiple instances of the load generation engine, a first transit time of a first load that is different from a second transit time of a carrier for the first load;
• tuning, using at least the instance of the multiple instances of the load generation engine, a load generation model with a slackness allowance function based on the coordinating engine using the parallel processing across the one or more processors to trigger the multiple instances of the load generation engine;
• and
• generating, based on the multiple instances of the load generation engine executing in parallel and using the load generation model with the slackness allowance function engaged, multiple slackness time windows with corresponding slackness penalties for the first load to determine a third transit time based on a slackness time window of the multiple slackness time windows and a corresponding slackness penalty for the first load.