1 And In the beginning, …. there was Justesen (and earlier, Shannon and Berger ….) Peter H.N. de With (p.h.n.de.with@tue.nl ) slides version 1.0 PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
2 Student project at Philips Res. The emerging time of the compact disc 1983 – The VLP video disc was just introduced – Based on analogue FM recording – However, it could not record video…., and failed – Breading ground for digital audio playback Philips Research Labs at the 1980’s …. – Before the strict project management …. – Also focus on the scientific background – Appreciation of scientific publications of the work – Journal of Research, & Philips Technical Magazine PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
3 Picture describing local culture A master engineer and one of his pupils in his own lab Long-bearded research scientist Having his first MSc student PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
4 Picture describing local technology… Custom IC for CD players approx. 1984 Stereo interpolation (error conc.) and upconversion RAMs (3a+3b) signals ROMs (4a+4b) for coeff. MUACs (5a+5b) for filters 2.5 micron NMOS, 17,000 transistors on 16mm2. We have indeed scaled up! PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
5 MSc project / Problem statement Modulation codes with better power spectrum – Codes have minimum power at dc, preferably zero at f=0 – Area around f=0 with little power spectrum – Acceptable information rate Applications of such codes – Line codes in telephony – Runlength-limited codes to reduce ISI – Optical/Magnetic recording systems and robustness to avoid baseline wander PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
6 MSc project / Problem statement – (2) Ac-coupled channel model and detection - s(t) is stream of rectangular pulses - n(t) is additive noise - d(t) is detection level Capacitor C is charged when long sequence of same signal polarity occurs, giving baseline wander PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
7 Constraints for power spectrum Assume binary signals, with pulses of opposite polariy Compute the Running Digital Sum of symbols RDS X ( t ) t The Digital Sum Variation is a contraint on the RDS t 2 DSV X ( t ) max t 1 ,.. t 2 t 1 PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
8 Code modeling with Markov sources Each state is a state of the RDS The RDS value Z(t) = Z(t-T) + X(t), with Z(0) = a From the Markov property, it follows that P( Z(t) | Z(t-T), Z(t-2T) ... Z(0) ) = P( Z(t) | Z(t-T) ) PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
9 Markov source description Adjacency matrix is a Toeplitz matrix Transition matrix Q is of same form with transitions p(j|i) Stationary probabilities p s (i) are defined by s i ( ) 1 p ( i ) Q ( i ) p p s s i 1 ,.., N Entropy of the source is the sum of conditional entropies N N H ( X ) ( i ) H ( X | s i ) ( i ) h ( p ( i 1 | i ) p p s s i 1 i 1 2 2 Variance of the RDS is important p ( i ) z ( i ) z s i 1 ,.., N PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
10 Rational power spectra & prediction Justesen Predictor for 1st-order rational power spectrum is ˆ ˆ X ( t ) X ( t T ) ( 1 r ) X ( t T ) Leading to predictor is a fraction of previous RDS (last state) N ˆ X ( t ) p ( j | i ) x ( j | i ) ( 1 r ) Z ( t T ) j 1 Ratio r can only take specific values due to discrete N values The stationary probabilities are then the same as the Ehrenfest diffusion model (Feller) In the maxentropic case: H(X) becomes the maximum eigenvalue of the Toeplitz matrix. PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
11 Measure of dc content Cut-off frequency of rational spectrum can be estimated as 2 2 2 /( 2 ) 0 x z PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
12 New metric for dc content: low BER Receiver density functions with additive Gaussian noise PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
13 Example finding BER (N=5) PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
New metric / 14 BER curves Curves for N=6 and N=7 and sum variance = 2.2, function of SNR (A/sigm) New metric curves were used in discussion with Japanese partners Then on the next morning discussion...! PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
15 New contribution: Sources with weight W Weighted Markov source with average weight W Assign to each transition an individual weight w(j|i) Replace weight later by constraint parameters Problem: mazimize the entropy N N H ( X ) p ( i ) ( p ( j | i ) log( p ( j | i )) s i 1 j 1 Subject to N N W ( i ) ( p ( j | i ) w ( p ( j | i )) p s i 1 j 1 Can be solved with Lagrangian function .... PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
16 Contribution: Sources & weight W – (2) PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
17 Contribution: Sources & weight W – (3) Discussion Analogy of solution with R(D) optimization with D constraint Conform specification of distortions d(j|i) , initially set Source and alphabet are known, fixed coupling of Z and X The exponential exp(-s) leads to the slope of functions (D, R(D)) , likewise role occurs in (W, H(W)) PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
18 Results / Sources – sum variance constr. Example N=5 PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
19 Results / Sources - sum variance constraint PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
20 Results / Sources – BER constraint PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
Reward 1 / 21 Publication at 5 th WIC symp. My first publication ! on pages 194 - 201 Help and guidance of Kees and Han PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
22 Reward 2 / Philips CD300 CD Player My first CD player First front loader Thanks lovely wife Jelly! Used so often that the “ Jaap ” burned…. PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
23 Reward 3 – Multiple support of Kees Learning how to write Support for a PhD degree Introduction to the IEEE Consumer Electronics Section How to stay well…., at the Takanawa Prince Hotel Incredible fun at special events, e.g. the AEW at Hakone in Japan, in the middle of nowhere….. (story has become a family classic) Sampling of award events….etc., many many thanks! PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
24 Attending Kees‘ previous award ceremony Eduard Rhein Award, Munich, Germany Oct. 2015 PdW / 2017 R’dam Symposium Kees Immink, Fac. EE SPS-VCA IEEE Medal of Honour, June 16, 2017
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