Intelligent Sensor Platform with Open Architecture for Monitoring and Control of Industry 4.0 Systems
Ładowanie...
Data
2021
Inny tytuł
Typ
Artykuł recenzyjny
Redaktor
dc.contributor.advisor
Dyscyplina PBN
Informatyka techniczna i telekomunikacja
Czasopismo lub seria
EUROPEAN RESEARCH STUDIES JOURNAL
ISSN
1108-2976
ISBN
DOI
10.35808/ersj/2288
Strona internetowa
Wydawca
Wydawca
Wydanie
Numer
Strony od-do
Tytuł monografii
item.page.defence
Tytuł tomu
Opis
Rodzaj licencji
Abstrakt (en)
Purpose: The work covers the development of intelligent sensors, as well as intelligent
mechanisms for the assembly and control of industrial processes using modern measurement
techniques, process tomography, vision systems, motion and temperature sensors.
Design/Methodology/Approach: Tomographic techniques and new analytical algorithms
were used. Special algorithms have been developed to combine data from different types of
measurements in real time to identify potential hazards or undesirable effects.
Findings: The use of various types of data in a single decision-making process, starting with
the availability of resources, availability of staff and ending with the maintenance schedules
of machines, will allow for the analysis and optimisation of the process. The use of the so called uncertain data and data that do not have an unambiguous impact on the production
process requires the use of solutions based on artificial intelligence algorithms in the
decision-making process, which are able to draw conclusions relatively quickly based on
such data, and then quickly affect the optimisation of the production process. The results of
the conducted research indicate that a platform with an open architecture can be a useful
tool in the control and steering of industrial processes.
Practical Implications: A measurement module that allows to unify the signal coming out of
particular measurement sub-assemblies to a coherent form, thanks to which the acquisition,
storage and processing of any quantity can be carried out in a similar way for each case.
Originality/Value: The novelty and innovation of the system is a unique technological
solution (types of measurements and data processing), new algorithms for optimisation,
reconstruction and data analysis, a unique multi-module device based on tomographic
technologies. The project as a whole as well as each of its components is innovative on a
global scale. The use of tomography for analysis, control and monitoring of technological
processes is an innovative solution.