The Self-Organizing Map (SOM) algorithm has attracted an ever increasing amount of interest among researches and practitioners in a wide variety of elds The SOM and a variant of it, the LVQ, have been analyzed extensively, a number of variants of them have been developed and, perhaps most notably, they have been applied extensively within elds ranging from engineering sciences to medicine, biology, and economics We have collected a comprehensive list of 3343 scienti c papers that use the algorithms, have bene ted from them, or contain analyses of them The list is intended to serve as a source for literature surveys We have provided both a thematic and a keyword index to help nding articles of interest

Bibliography of Self-Organizing Map (SOM) Papers: 1981-1997

We present a modification of Kohonens SOFMin order to simulate cortical plasticity induced by coactivation patterns. This is accomplished by introducing a probabilistic mode of stimulus presentation and by substituting the winner-takes- all mechanism by selecting the winner from a set of best matching neurons.

Modification of Kohonen's SOFM to Simulate Cortical Plasticity Induced by Coactivation Input Patterns

Advanced telecommunication, imaging, and remote sensing systems require reliable ultra-high stability local oscillators. Particularly, coherent detection of digital data signals relies on a low aperture jitter of local oscillators in addition to high signal to noise ratio to achieve a very low bit-error-rate (BER). Frequency stabilized local oscillators are required with phase noise of smaller than −120 dBc/Hz at 10 kHz offset carrier and low aperture jitters of below 50 fs for RF sources of 10 GHz. Self-forced opto-electronic oscillation techniques of self- injection locking (SIL) combined with self-phase locking (SPLL) employ low loss long optical delays for frequency stabilizations through comparison of instantaneous signals and delayed versions. A compact design of multi-mode laser (MML) is presented here by employing self-forced oscillation combined with self-mode locking of an MML. Proof of concept of this novel approach is reported using a custom designed InGaAsP/InP chip using Smart Photonics foundry service, where multi-quantum well semiconductor optical amplifiers (SOA), carrier injection based phase modulator (PM), front and back (a common) distributed Bragg reflectors (DBR), and external electro-absorption modulators (EAM) are designed and physically modeled based on the foundry process design kit (PDK). A compact realization of self-mode locked MML with 5 modes to a fixed inter-modal oscillation frequency is presented, where the beat notes of the inter-modal oscillation are generated over X-band to form a frequency stabilized synthesizer. The PM bias control of two MLL lasers with common DBR is used to tune this opto-electronic oscillator from 11 GHz to 13 GHz with a frequency resolution of 110 kHz. Self-forced oscillation techniques of SILPLL combined with self-mode-locking (SML) has provided frequency synthesis with measured phase noise at 10 kHz offset (and aperture jitter) improved from −36 dBc/Hz (58ps) for the free-running MML to −92 dBc/Hz (68 fs) using SILPLL and SML of only 5 correlated modes. Analytical modeling has predicted that increasing the number of self-mode-locking modes from 5 to 13 will result in 18 dB improvement in phase noise. Performance comparison of this opto-electronic frequency synthesis method is made against various commercially available X-band frequency synthesizers that use full electrical solutions.

Multi-Mode Lasers for Self-Forced Opto-Electronic Oscillators in Compact Frequency Synthesizers

Appendix f opto-electronically stabilized rf oscillators

Injection-locking results are presented for MMIC based oscillator at 19.3 GHz. A large locking range and low FM noise degradation are observed for the injection-locked local oscillator (ILO) using the fundamental and 4th subharmonic injection locking. The impact of a large subharmonic locking range on the phase noise degradation of the ILO is discussed from a system level point of view.

Phase noise characteristics of mmic based ilo for ka-band applications

Experimental results are presented for an optically fed MMIC based self-oscillating mixer (SOM) at 19 GHz. A frequency reference, used to subharmonically synchronize the 19 GHz VCO, and FM data signals are optically distributed to generate RF signals for Ka-band communication satellites.

A.S. Daryoush

Papers

Phase noise characteristics of mmic based ilo for ka-band applications

MMIC based SOM in optically fed phased array antennas for Ka-band communication satellites