Malayalam Isolated Digit Recognition using HMM and PLP cepstral coefficient

Development of Malayalam speech recognition system is in its infancy stage; although many works have been done in other Indian languages. In this paper we present the first work on speaker independent Malayalam isolated speech recognizer based on PLP (Perceptual Linear Predictive) Cepstral Coefficient and Hidden Markov Model (HMM). The performance of the developed system has been evaluated with different number of states of HMM (Hidden Markov Model). The system is trained with 21 male and female speakers in the age group ranging from 19 to 41 years. The system obtained an accuracy of 99.5% with the unseen data

NEUROBIOLOGY OF PYRIDOXINE

Pyridoxal 5'-phosphate (PLP) is the major coenzymatic form of pyridoxine. There are over one hundred known pyridoxal 5'-phosphate-dependent reactions, most of which are involved in the metabolism of various amino acids . Pyridoxamine 5'-phosphate can function in aminotransf erase reactions by the cyclic regeneration of the two active phosphate forms. Pyridoxal 5'-phosphate-dependent reactions studied in the nervous system are involved in the catabolism of various amino acids. The putative neurotransmitters , dopamine, norepinephrine , serotonin , histamine , aminobutyric acid and taurine , as well as the sphingoiipids and poly amines are synthesized by PLP-dependent enzymes. Of these enzymes, three ( glutamic acid decarboxylase , 5-hydroxytryptophan decarboxylase and crnithine decarboxylase) seem to have crucial roles (Fig. '). The clinical effects of pyridoxine deficiency can be explained on the basis of the known decreases in the activities of these enzymes

Hypertension in Pyridoxine Deficiency

Pyridoxal phosphate (PLP) is the coenzyme of various decarboxylases involved in the formation of monoamine urotransmitters such as y-aminobulyric acid (GAE3A), serotonin (5-HT) and dopamine. 1-lowever; in the pyridoxine-deficient rats GABA and 5-HT are decreased in various brain areas including the hypothalamus, with no change in the catecholamine levels. Serotonin and GABA are known to be involved in blood pressure control mechanisms. In this study adult Sprague-Dawley rats placed on a pyridoxine-deficient diet for 8 weeks showed significant hypertension compared with pyridoxine-supplemented controls. This was associated with a general sympathetic stimulation. Treatment of deficient rats with a single dose of pyridoxine (10 mg/kg body weight) reversed the blood pressure to normal levels within 24 h, with concomitant restoration of hypothalamic 5-HT and GABA, as well as the return of plasma norepinephrine to nornr;l levels. The results indicate that there is a cause-and-effect relationship between pyridoxine deficiency and hypertension.

Connected digit speech recognition system for Malayalam language

A connected digit speech recognition is important in many applications such as automated banking system, catalogue-dialing, automatic data entry, automated banking system, etc. This paper presents an optimum speaker-independent connected digit recognizer forMalayalam language. The system employs Perceptual Linear Predictive (PLP) cepstral coefficient for speech parameterization and continuous density Hidden Markov Model (HMM) in the recognition process. Viterbi algorithm is used for decoding. The training data base has the utterance of 21 speakers from the age group of 20 to 40 years and the sound is recorded in the normal office environment where each speaker is asked to read 20 set of continuous digits. The system obtained an accuracy of 99.5 % with the unseen data.