Shall we use hardware sensor measurements or soft-sensor estimates? Case study in a full-scale WWTP. (October 2015)

• Record Type: Journal Article
• Authors: Haimi, Henri; Corona, Francesco; Mulas, Michela; Sundell, Laura; Heinonen, Mari; Vahala, Riku
• Is Part Of: Environmental modelling & software. Volume 72(2015:Oct.)
• Page Start: 215
• Page End: 229
• Publication Date: 2015-10
• Subjects: Process monitoring and supervision -- Soft-sensors -- Switching system -- Wastewater treatment; Environmental monitoring -- Computer programs -- Periodicals; Ecology -- Computer simulation -- Periodicals; Digital computer simulation -- Periodicals; Computer software -- Periodicals; Environmental Monitoring -- Periodicals; Computer Simulation -- Periodicals; Environnement -- Surveillance -- Logiciels -- Périodiques; Écologie -- Simulation, Méthodes de -- Périodiques; Simulation par ordinateur -- Périodiques; Logiciels -- Périodiques; Computer software; Digital computer simulation; Ecology -- Computer simulation; Environmental monitoring -- Computer programs; Periodicals; Electronic journals; 363.70015118
• DOI: 10.1016/j.envsoft.2015.07.013
• Languages: English
• ISSNs: 1364-8152

Abstract

Abstract: An array of data derived soft-sensors for estimating nitrate-nitrogen concentrations in the denitrifying post-filtration unit of a municipal wastewater treatment plant have been designed in our earlier work. The array was designed to back up the existing hardware instrumentation in the process unit. The importance of trustworthy information on nitrate-nitrogen concentrations is emphasized by their employment in control loops enhancing nitrogen removal. In this paper, we propose an automatic system for deciding whether the use of estimates or corresponding hardware measurements is preferable given the current condition in filters. The presented switching system is based on ranking the estimates and the measurements, and a preferability index that combines the assigned ranks. The ranking procedure employs a robust principal component analysis and statistics used as the measures of fit. The switching system was demonstrated to enable the employment of measurements and estimates in a complementary manner in operating the post-filtration unit. Highlights: This study concerns data derived soft-sensors and corresponding hardware measurements. The soft-sensors estimate nitrate concentration in the tertiary filters of a WWTP. A system for deciding whether to use estimates or hardware measurements is proposed. The switching system is based on ranking the estimates and the measurements. The system allows the use of estimates and measurements in a complementary manner.