The set of production data obtained from the case study plant for a specified period representing particular product portfolio was preprocessed in order to get the durations and process parameters (temperature, pressure, mass levels) of the particular processes which are conducted in specific equipment units. The input data include the deviations in the process parameters and the durations of the operations for different batches and their influence on the overall utility consumption can be observed. The energy consumption of the chemical process contains two terms – theoretical consumption (calculated from the production data) and the loss term. The loss terms for particular apparatuses were determined based on the measurement of the energy utility consumption and a database with the loss terms for particular apparatus was created (can be used for energy consumption modeling in other chemical multipurpose batch plants without necessity of measuring energy consumption for individual apparatus).
The result of the model allows to analyze the energy utility consumption batchwise and to identify the batch with minimal utility consumption. The analysis of the results was carried out in order to identify the operations with highest energy saving potential and possible optimization of the energy consumption.