Transport control device

1. A transport control device that controls an operation of a transport system including a transport path, a plurality of transport vehicles that travel along the transport path, and transport an article, and a transport vehicle controller that assigns a transport command to the transport vehicle, the transport control device comprising:

a state predictor that is machine-learned to receive input of the transport command and state information indicating a state of the transport system associated with a first period, and output, for each candidate of a setting value of a parameter to control the operation of the transport system, state prediction information indicating a predicted state of the transport system associated with a second period after the first period; and

a determinator that inputs the transport command and the state information associated with a past period before a prediction target period to the state predictor to determine the state prediction information associated with the prediction target period for each candidate of the setting value of the parameter, and determines the setting value of the parameter to be applied to the transport system in the prediction target period based on an evaluation result of the state prediction information for each candidate of the setting value of the parameter.

2. The transport control device according to claim 1 , wherein the state of the transport system includes at least one of a transport time for each transport command, a transport amount of the article, an operation rate of the transport vehicle, status information and position information of the transport vehicle, and speed information of the transport vehicle.

3. The transport control device according to claim 1 , further comprising:

a transport command predictor that is machine-learned to receive input of information on the transport command associated with the first period, and output transport command prediction information on the transport command predicted to occur in the second period; wherein

the state predictor is machine-learned to further receive input of the transport command prediction information, and output the state prediction information for each candidate of the setting value of the parameter associated with the second period; and

the determinator:

inputs information on the transport command associated with the past period to the transport command predictor to determine the transport command prediction information associated with the prediction target period; and

inputs the transport command and the state information associated with the past period and the transport command prediction information associated with the prediction target period to the state predictor to determine the state prediction information associated with the prediction target period for each candidate of the setting value of the parameter.

4. The transport control device according to claim 1 , wherein the parameter includes, for each area defined in the transport path, a target value of the number of empty transport vehicles simultaneously existing in the area.

5. The transport control device according to claim 1 , wherein the parameter includes a ratio at which the transport vehicle uses a plurality of entrances and a plurality of exits of an area defined in the transport path.

6. The transport control device according to claim 1 , wherein the parameter includes a rule to determine which algorithm to use from among a plurality of route selection algorithms prepared in advance when determining a transport route of the transport vehicle to which the transport command is assigned.