Using wavelet decomposition to determine the fluidization quality in a fluidized bed reactor
View Patent ↗A method and apparatus for determining the fluidization quality of a fluidized bed reactor is disclosed. The method includes measuring pressure within the fluidized bed reactor to obtain a pressure signal. The pressure signal is then transformed using wavelet decomposition into higher-frequency details and lower-frequency approximations. The dominance of the various features is then calculated based on the energy of each feature in relation to the normalized wavelet energies. The fluidization quality of the fluidized bed reactor is then determined from a comparison over time of the calculated energies.
1. A method of determining fluidization quality of a fluidized bed reactor, the method comprises:
measuring a pressure differential across the fluidized bed reactor;
providing, to a processor, the measured pressure differential in the form of a pressure signal including a range of frequencies, the processor being configured to transform the pressure signal using wavelet decomposition;
transforming, using the processor, the pressure signal by wavelet decomposition into a higher half of the range of frequencies and a lower half of the range of frequencies, the higher half including higher frequencies than the lower half;
determining energies of the higher half using the processor;
determining energies of the lower half using the processor; and
determining, based on the determined energies of the higher and lower halves, a normalized wavelet energy at a third scale of decomposition associated with the energies of the higher half to quantitatively determine the fluidization quality, the normalized wavelet energy being normalized to a total energy of the pressure signal; and
sending a signal to take the fluidized bed reactor off line if the normalized wavelet energy is below a predetermined value.
2. The method for determining fluidization quality of claim 1 , further comprising the step of determining a portion of the wavelet energies that is contributable to the higher half of the range of frequencies.
3. The method for determining fluidization quality of claim 1 , further comprising the step of determining a portion of the wavelet energies that is contributable to the lower half of the range of frequencies.
4. The method for determining fluidization quality of claim 1 , further comprising the step of sending a signal to take the fluidized bed reactor off-line for maintenance if the normalized wavelet energy is below a value of 0.2.
5. The method for determining fluidization quality of claim 1 , wherein sending a signal comprises sending a signal to an operator to take the fluidized bed reactor off-line.
6. The method for determining fluidization quality of claim 1 , wherein sending a signal comprises sending a signal to a controller to automatically take the fluidized bed reactor off-line.
7. The method for determining fluidization quality of claim 1 further comprising supplying particles into the fluidized bed reactor through a feed tube.
8. The method for determining fluidization quality of claim 1 , wherein measuring a pressure differential across the fluidized bed reactor comprises measuring pressures with a plurality of pressure taps located outside a reaction chamber of the fluidized bed reactor and determining the pressure differential across the fluidized bed reactor.
9. The method for determining fluidization quality of claim 1 , wherein determining, based on the determined energies of the higher and lower halves, wavelet energies comprises determining a ratio of the determined energies of the higher half of the range of frequencies and to the determined energies of the lower half of the range of frequencies.
10. The method for determining fluidization quality of claim 1 further comprising determining a single numerical value that quantifies the fluidization quality.
11. The method for determining fluidization quality of claim 2 , further comprising the step of comparing the portion of the wavelet energies that is contributable to the higher half of the range of frequencies over time to a predetermined degradation value to identify a level of the fluidization quality in the fluidized bed reactor that correlates with the predetermined degradation value.
12. The method for determining fluidization quality of claim 1 , wherein sending a signal comprises sending a signal to automatically take the fluidized bed reactor off line.
13. The method for determining fluidization quality of claim 8 , wherein determining the pressure differential across the fluidized bed reactor comprises receiving pressure signals from the plurality of pressure taps at a processor connected to the plurality of pressure taps and calculating, using the processor, the pressure differential based on the received pressure signals.