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An Enhanced Run-Length Encoding Compression Method for Telemetry Data

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The telemetry data are essential in evaluating the performance of aircraft and diagnosing its failures. This work combines the oversampling technology with the run-length encoding compression algorithm with an error factor to further enhance the compression performance of telemetry data in a multichannel acquisition system. Compression of telemetry data is carried out with the use of FPGAs. In the experiments there are used pulse signals and vibration signals. The proposed method is compared with two existing methods. The experimental results indicate that the compression ratio, precision, and distortion degree of the telemetry data are improved significantly compared with those obtained by the existing methods. The implementation and measurement of the proposed telemetry data compression method show its effectiveness when used in a high-precision high-capacity multichannel acquisition system.
Rocznik
Strony
551--562
Opis fizyczny
Bibliogr. 28 poz., rys., wykr.
Twórcy
autor
  • North University of China, National Key Laboratory For Electronic Measurement Technology, Taiyuan 030051, China
  • North University of China, Key Laboratory of Instrumentation Science & Dynamic Measurement, Ministry of Education, Taiyuan 030051, China
autor
  • North University of China, National Key Laboratory For Electronic Measurement Technology, Taiyuan 030051, China
  • North University of China, Key Laboratory of Instrumentation Science & Dynamic Measurement, Ministry of Education, Taiyuan 030051, China
autor
  • North University of China, National Key Laboratory For Electronic Measurement Technology, Taiyuan 030051, China
  • North University of China, Key Laboratory of Instrumentation Science & Dynamic Measurement, Ministry of Education, Taiyuan 030051, China
autor
  • Taiyuan University of Technology, College of Mechanics, Taiyuan 030024, China
Bibliografia
  • [1] Monteiro, A., Lu, W., Gough, M., Thompson, J., Yearby, K. (1996). A smart telemetry compression system for a space instrument: MARS-96 ELISMA instrument complex. Microprocessors Microsyst, 20(1), 17-30.
  • [2] Mulholland, J.E., Tamney, F.K., Jr. (1996). Spacecraft telemetry link performance in a transfer orbit. IEEE Transactions on Aerospace and Electronic Systems, 32(4), 1321-1335.
  • [3] Drost, G.W., Bourbakis, N.G. (2001). A Hybrid System for Real-time Lossless Image Compression. Microprocessors and Microsystems, 25(1), 19-31.
  • [4] Lin, M., Lee, J., Jan, G. (2003). A lossless data compression and decompression algorithm and its hardware architecture. IEEE Trans. Very Large Scale Integr. (VLSI) Syst., 11(3), 499-510.
  • [5] Abo-Zahhad, M., Rajoub, B. (2002). An effective coding technique for the compression of one dimensional signals using wavelet transforms. Medical Engineering and Physics, 24(3), 185-199.
  • [6] Kattan, A. (2010). Universal intelligent data compression systems: a review. Proc. 2nd Conf. Computer Science and Electronic Engineering Conference (CEEC), Colchester, UK, 11597641, 1-10.
  • [7] Cristiano, M., Ivanil, A., Bonatti, S., PeresAn, P.L.D. (2013). Adaptive Run Length Encoding method for the compression of electrocardiograms. Medical Engineering & Physics, 35, 145-153.
  • [8] David, A., Maluf, P., Tran, B., Tran, D. (2008). Effective Data Representation and Compression in Ground Data Systems. IEEE Aerospace Conference, 1-7.
  • [9] Qian, S.E., Bergeron, M., Cunningham, I., et al. (2006). Near lossless data compression onboard a hyperspectral satellite. IEEE Transactions on Aerospace and Electronic Systems, 42(3), 851-866.
  • [10] Kiely, A., Klimesh, M. (2003). The ICER Progressive Wavelet Image Compressor. IPN Progress Report, 42-155.
  • [11] Logeswaran, R. (2004). Fast Two-Stage Lempel-Ziv Lossless Numeric Telemetry Data Compression Using a Neural Network Predictor. Journal of Universal Computer Science, 10(9), 1199-1211.
  • [12] Rong, C.D., Hong, L.J., Yong, Z.G. (2001). Algorithm design for launch vehicle telemetry data compression. Journal of Astronautics, 22(2), 12-17.
  • [13] Chan, H.L., Siao, Y.C., Chen, S.W. (2008). Wavelet-based ECG compression by bit-field preserving and running length encoding. Computer Methods and Programs in Biomedicine, 90(1), 1-8.
  • [14] Steinwandt, R., Villányi, V.I. (2008). A one-time signature using run-length encoding. Information Processing Letters, 108(4), 179-185.
  • [15] Stabno, M., Wrembel, R. (2009). RLH: Bitmap compression technique based on run-length and Huffman encoding. Information Systems, 34(4-5), 400-414.
  • [16] Korpela, E., Forsten, J., Hamalainen, A., et al. (2006). A hardware signal processing platform for sensor systems. IEEE Aerospace and Electronic Systems Magazine, 21(5), 22-25.
  • [17] Nunez, J.L., Jones, S., (2002). Lossless Data Compression Programmable Hardware for High-Speed Data Networks. Proc. IEEE Int. Conf. on Field-Programmable Technology, 290-293.
  • [18] Kao, C., Huang, S., Huang, I. (2007). A hardware approach to real-time program trace compression for embedded processors. IEEE Trans. Circuits Syst. I-Regul. Pap., 54(3), 530-543.
  • [19] Hashempour, H., Lombardi, F. (2005). Application of arithmetic coding to compression of VLSI test data. IEEE Trans. Computers, 54(9), 1166-1177.
  • [20] Lee, J., Kim, S., Weems, C. (2002). Performance analysis of a selectively compressed memory system. Microprocessors Microsyst, 26(2), 63-76.
  • [21] Olyaei, A., Genov, R. (2007). Focal-Plane Spatially Oversampling CMOS Image Compression Sensor. IEEE Trans. Circuits Syst. I-Regul. Pap., 54(1), 26-34.
  • [22] Xu, X., Dong, G., Feng, Y., Xu, S. (2006). A new spaceborne compression approach for remote sensing imagery. Proc. SPIE, 6031.
  • [23] Ren, Y., Liu, X., Xu, W., Zhang, W. (2008). Multi-Channel Data Compression. IEEE Aerosp. Electron. Syst. Mag., 23(9), 14-21.
  • [24] Kim, H., Jung, Y., Kim, H., Ahn, J., Park, W., Kang, S. (2010). A high performance network-on-ship scheme using lossless data compression. IEICE Electron. Express, 7(11), 791-796.
  • [25] Stewart, R.W., Pfann, E. (1998). Oversampling and sigma-delta strategies for data conversion. Electronics & Communication Engineering Journal, 10(1), 37-47.
  • [26] Tan, L., Wang, L.M. (2011). Oversampling Technique for Obtaining Higher Order Derivative of Low-Frequency Signals, Instrumentation and Measurement. IEEE Transactions, 60(11), 3677-3684.
  • [27] Temes, G.C., Candy, J.C. (1990). A tutorial discussion of the oversampling method for A/D and D/A conversion, Circuits and Systems. IEEE International Symposium, 2, 910-913.
  • [28] Nunez, J., Jones, S. (2003). Run-length coding extensions for high performance hardware data compression. IEE Proc.-Comput. Digit. Tech., 150(6), 387-395.
Uwagi
EN
This work was financially supported by the National Natural Science Foundation of China (Grant No.61004127 and No.11502156).
PL
Opracowanie ze środków MNiSW w ramach umowy 812/P-DUN/2016 na działalność upowszechniającą naukę (zadania 2017).
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Bibliografia
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