Systems and methods for compressing data and controlling data compression in borehole communication
Systems and methods compress data and control data compression in borehole communication. The systems and methods convert original data collected by a sensor from a first domain into a second domain, wherein the original data is associated with one or more properties of an underground formation. A predetermined number of significant coefficients is selected from components of the second domain, wherein the predetermined number of significant coefficients are components of the second domain with largest amplitudes. The selected predetermined number of significant coefficients is quantized via an quantization technique and the selected predetermined number of significant coefficients is encoded into compressed data via an encoder.
1. A method for compressing data, the method comprising of:
converting original data collected by a sensor from a first domain into a second domain, wherein the original data is associated with one or more properties of an underground formation;
selecting a predetermined number of significant coefficients from components of the second domain, wherein the predetermined number of significant coefficients are components of the second domain with largest amplitudes;
quantizing the selected predetermined number of significant coefficients via a quantization technique; and
encoding the selected predetermined number of significant coefficients into compressed data via an encoder.
2. The method according to claim 1 , wherein the original data comprises one or more time-based measurements.
3. The method according to claim 2 , wherein the one or more time-based measurements comprises one or more nuclear magnetic resonance measurements.
4. The method according to claim 3 , wherein the one or more nuclear magnetic resonance measurements comprises at least one NMR T2 distribution waveform measurement.
5. The method according to claim 1 , further comprising:
transmitting the compressed data uphole to a processor via a telemetry device.
6. The method according to claim 5 , further comprising:
reconstructing the original data based on the compressed data to provide reconstructed data.
7. The method according to claim 6 , further comprising:
applying a correction technique to the reconstructed data to produce corrected data within a predetermined range of error.
8. The method according to claim 7 , further comprising:
calculating the one or more properties associated with the underground formation based on the reconstructed data or the corrected data.
9. The method according to claim 8 , wherein the one or more properties associated with the underground formation comprises porosity or bound fluid volume of the underground formation.
10. The method according to claim 1 , further comprising:
changing the predetermined number of significant coefficients based on a downlink communication.
11. A method for compressing and reconstructing data via borehole communication, the method comprising of:
providing a drill string having a bottom hole assembly, a downhole tool associated with the bottom hole assembly and comprising a sensor, wherein the drill string is located within a wellbore, the downhole tool is configured to provide borehole communication via a telemetry device, and the sensor is configured to collect original data associated with one or more properties of an underground formation, wherein the original data comprises one or more time-based measurements;
compressing the original data to generate compressed data via a lossy compression technique from a first domain to a second domain;
transmitting the compressed data uphole to a processor via the telemetry device; and
reconstructing the one or more time-based measurements to generate one or more reconstructed time-based measurements, wherein the one or more reconstructed time-based measurements are based on the compressed data received from the telemetry device.
12. The method according to claim 11 , wherein the one or more time-based measurements comprises at least one NMR T 2 distribution waveform measurement.
13. The method according to claim 11 , wherein the telemetry device is a mud pulse telemetry device, wired drill pipe, an electromagnetic telemetry device or an acoustic telemetry device.
14. The method according to claim 11 , further comprising:
applying a correction technique to the reconstructed data to produce corrected data within a predetermined range of error.
15. The method according to claim 11 , further comprising:
calculating the one or more properties associated with the underground formation based on the reconstructed data.
16. The method according to claim 15 , wherein the one or more properties associated with the underground formation comprises porosity or bound fluid volume of the underground formation.
17. A method for controlling data compression in borehole communication, the method comprising:
providing a lossy compressor associated with a bottom hole assembly of a drill string located within a wellbore;
transmitting a downlink communication to the lossy compressor via a telemetry device;
changing at least one parameter associated with the lossy compressor based on the downlink communication; and
compressing original data to generate compressed data via the lossy compressor, wherein the original data comprises one or more time-based measurements that are based on one or more properties associated with an underground formation, wherein the compressed data is generated based on the at least one parameter of the lossy compressor.
18. The method according to claim 17 , further comprising:
transmitting the compressed data uphole to a processor via the telemetry device; and
reconstructing the one or more time-based measurements to generate one or more reconstructed time-based measurements, wherein the one or more reconstructed time-based measurements are based on the compressed data received from the telemetry device.
19. The method according to claim 18 , further comprising:
applying a correction technique to the reconstructed data to produce corrected data within a predetermined range of error.
20. The method according to claim 18 , further comprising:
calculating the one or more properties associated with the underground formation based on the reconstructed data.
21. The method according to claim 20 , wherein the one or more properties associated with the underground formation comprises porosity or bound fluid volume of the underground formation.
22. The method according to claim 17 , wherein the one or more time-based measurements comprises at least one NMR T 2 distribution waveform measurement.
23. The method according to claim 17 , wherein the telemetry device is a mud pulse telemetry device, wired drill pipe, an electromagnetic telemetry device or an acoustic telemetry device.