Abstract: A computer-implemented method of forecasting future laboratory performance of a laboratory system is presented. The laboratory system comprises a plurality of laboratory instruments configured to perform tests on laboratory test samples, a laboratory middleware, a control unit, and a dashboard display communicatively connected via a network communication connection. The method comprises simulating future laboratory performance of the laboratory system by a simulation module of the control unit based on the optimized laboratory configuration provided by the optimization module and real-time laboratory inputs and test order data, and displaying the simulated future laboratory performance and actual laboratory performance on the dashboard display to the laboratory operator.

Abstract: A method is presented. The method includes receiving at least one order, generating one or more optimization problem instances using one or more resource descriptions of automated laboratory equipment, one or more protocol descriptions of the automated laboratory equipment, an objective function and the at least one order. The method further includes providing the one or more optimization problem instances as input to a constraint optimization solver and processing the one or more optimization problem instances by the constraint optimization solver to generate the schedule of operations to carry out the at least one order on the automated laboratory equipment.