| Title |
Autoasociatyviniais neuroniniais tinklais pagrįstos jutiklių monitoringo ir matavimų virtualizavimo sistemos tyrimas / |
| Translation of Title |
Investigation of sensor monitoring and measurement virtualization system based on autoassociative neural networks. |
| Authors |
Sudikas, Mantas |
| Full Text |
|
| Pages |
95 |
| Keywords [eng] |
cogeneration plant ; autoasociative neural networks ; virtualization ; sensors ; monitoring |
| Abstract [eng] |
In this final master's thesis, the operation of an autoasociative neural network, using the measurement data of cogeneration power plant sensors, is investigated. Attempts were made to simulate a sensor failure and to observe how the autoasociative neural network virtualizes and restores the sensor measurement. For this purpose, a model of an autoasociative neural network was modeled and trained using the Levenberg – Marquardt training algorithm. The network was applied to two cogeneration power plant systems: a district heating water cooler system, and a flue gas condenser system. The simulation was performed using MATLAB software. |
| Dissertation Institution |
Kauno technologijos universitetas. |
| Type |
Master thesis |
| Language |
Lithuanian |
| Publication date |
2021 |
