2023
DOI: 10.3390/pr11082376
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Industrial Data-Driven Processing Framework Combining Process Knowledge for Improved Decision Making—Part 1: Framework Development

Abstract: Data management systems are increasingly used in industrial processes. However, data collected as part of industrial process operations, such as sensor or measurement instruments data, contain various sources of errors that can hamper process analysis and decision making. The authors propose an operating-regime-based data processing framework for industrial process decision making. The framework was designed to increase the quality and take advantage of available process data use to make informed offline strat… Show more

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Cited by 3 publications
(6 citation statements)
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“…The result will provide insights and support informed decision making. The process data required to model it are processed based on the steps presented in [7]. Namely, in order to perform the activity-based costing analysis, the process information is acquired using signal processing, steady-state detection, and data reconciliation techniques for each operating regime (detected as part of the aforementioned framework).…”
Section: Methodology: Operating Regimes-driven Cost Analysis For Prob...mentioning
confidence: 99%
See 4 more Smart Citations
“…The result will provide insights and support informed decision making. The process data required to model it are processed based on the steps presented in [7]. Namely, in order to perform the activity-based costing analysis, the process information is acquired using signal processing, steady-state detection, and data reconciliation techniques for each operating regime (detected as part of the aforementioned framework).…”
Section: Methodology: Operating Regimes-driven Cost Analysis For Prob...mentioning
confidence: 99%
“…Furthermore, the above reference studies focused on newsprint production or thermomechanical pulping mills, whereas this case study is more complex in that it considers the Therefore, operations-driven costing approaches combine the cost and the operating regimes, allowing one to assess the cost of each regime. A cost analysis is going to be applied in combination with the data processing framework proposed in Part 1 of this paper [7] to solve an optimization problem in the pulp and paper sector. The cost analysis approach used in Part 2 is consistent with the ODCA approach presented previously; the major difference resides in the processed data used in the cost analysis (data that were rigorously processed using the framework) and the emphasis put on operating regimes.…”
Section: Operating Cost Assessment In Pulp and Paper Industrymentioning
confidence: 99%
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