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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Demoment, G. Reynaud, R. |
| Copyright Year | 1993 |
| Description | Author affiliation: Lab. des Signaux et Syst., CNRS, Gif-sur-Yvette, France (Demoment, G.) |
| Abstract | In many measurement problems, it is found that the lack of resolution of the measuring device is the consequence of some blurring of the measured signal. Under linearity and shift-invariance assumptions, the signal restoration can be performed by a linear filtering of the data implementing some minimum mean square error (MSE) deconvolution. One possible solution to the problem involves the use of a Kalman filter. If all the processes are stationary and the measurement noise is white, the steady-state Kalman filter and the infinite impulse response (IIR) Wiener filter are identical. The recursiveness of the Kalman filter algorithm is very amenable to VLSI implementation. The aim is to discuss the problems inherent in the implementation of a Kalman filter structure on specialized VLSI devices such as discrete signal processors (DSP). To this end, the basic algorithm is split into elementary operations involving functional units with a high degree of internal parallelism such as a multiplier-accumulator unit. Due to the real-time processing constraint, special attention is paid to rounding effects, and a comparison is made between fixed point and floating point arithmetics. |
| Starting Page | 391 |
| Ending Page | 396 |
| File Size | 685969 |
| Page Count | 6 |
| File Format | |
| ISBN | 0780312295 |
| DOI | 10.1109/IMTC.1993.382611 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 1993-05-18 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Signal resolution Signal processing algorithms Very large scale integration Linearity Signal restoration Maximum likelihood detection Mean square error methods Deconvolution Noise measurement White noise |
| Content Type | Text |
| Resource Type | Article |
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