Systems and methods of controlling production lines of a production assembly facility

A method, comprising:

• generating, using a first trained model in controlling a production facility in producing multiple different products along multiple production lines, sets of forecasted production optimizations of the multiple production lines in producing the multiple different products, wherein the first trained model uses predicted product demand and production line data, relative to multiple objective constraints comprising production line change over time, a maximum uptime limit for each of multiple production lines, and production line utilization;
• generating, using a second trained model and the sets of forecasted production optimizations, a first production schedule of the multiple production lines over a scheduled period of time comprising multiple production days to produce the multiple different products as a function of the predicted product demand of the multiple different products while complying with the multiple objective constraints;
• and
• automatically controlling system components of each of the multiple production lines according to the first production schedule implementing production of a respective one of the multiple different products consistent with the first production schedule.

A non-transitory machine readable medium storing instructions that, when executed, cause a processing resource to:

• generate, using a first trained model in controlling a production facility in producing multiple different products, sets of forecasted production optimizations of multiple production lines in producing the multiple different products, wherein the first trained model uses predicted product demand and production line data, relative to multiple objective constraints comprising production line change over time, a maximum uptime limit for each of multiple production lines, and production line utilization;
• generate, using a second trained model and the sets of forecasted production optimizations of the multiple production lines, a first production schedule of the multiple production lines over a scheduled period of time comprising multiple production days to produce the multiple different products as a function of the predicted product demand of the multiple different products while complying with multiple objective constraints;
• and
• automatically control system components of each of the multiple production lines implementing production of a respective one of the multiple different products consistent with the first production schedule.