Speech Recognition Basic Modeling Engine Codes used and what they depict :-                                                           Table below


All humans speak words and pause between them for differentiation. That makes him and the hearing person understand what he exactly means.

Though if we playback his speech we may find that he indeed uses a fixed set of 'Vyanjanas' (Consonants)  and Swaras (Vowels)  to construct his each word. As an example , the word  virus   is composed of  /v/ ,/aey/ ,/ra/ ,/s/ .


Consonants (Vyanjanas)  and Vowels(Swaras)  :            Table below

Swaras (Vowels) (According to the Indian Standards)   :

1. /a/ as in Up 5. /u/as in Oops 9. /o/ as in goat
2. /aa/ as in father 6.  /u^/ as in Out   10. /ou/ as in owe
3. /e/ as in it 7. /Ey/ as in eight 11. /um/ as in mam
4. /e^/ as in see    8. /aEy/  as in may 12. /ahh/ as in car

Basically  a e i o u as in English Standards

Vyanjanas (Consonants) (According to the Indian Standards) :

Total 34+2(not included)

For every one of the above vowel there can be consonant attached in human speech :

1. For /a/  (marked in red)                                    Table below

1. ka i.e. k + /a/ as in cup

2. kha  i.e. kh + /a/ as in catch

3. ga i.e. g + /a/ as in gun

4. gha i.e. gh + /a/ as in ghost

5. chjja i.e. chjj + /a/ as in chops

6. chjja^ i.e. chjj^ + /a/ as in match

7. jja i.e. jj+/a/ as in joe

8. zza i.e. zz + /a/ as in zoo

9. ta i.e. t + /a/ as in top

10. th i.e. th + /a/ as in cat

11. da i.e. d + /a/ as in mad

12. dha i.e dh + /a/ as in cylinder

13. nna i.e. na + /a/ as Knock

14. tta i.e. tt + /a/ as in tapir ( the ant eater)

15. ttha i.e. tth + /a/ as in throw

16. dda i.e. dd + /a/ as is  the

17.  ddha i.e. ddh + /a/ as in  there

18. na i.e. n + /a/ as in man

19. pa i.e. p + /a/ as in put

20. fa i.e. f + /a/ as in found

21. ba i.e. b + /a/ as in boat

22. bha i.e. bh + /a/ as in barber

23. ma i.e. m + /a/ as in mother

24. ya i.e. y + /a/ as in yes

25. ra i.e. r + /a/ as in right

26. la i.e. l + /a/ as in left

27. va i.e. v + /a/ as in west

28. sha i.e. sh + /a/ as in shut

29. shua i.e shu + /a/ as in Kshow

30. sa i.e. s + /a/  as in six

31. ha i.e. h+ /a/ as in hut

32. lla i.e. ll + /a/ as in told

33. khsa i.e. khs + /a/ as in shot

34. Dnya i.e. Dny + /a/ as in kidney

   Similarly you can prepare vyanjanas for all the remaining swaras (or vowels) i.e. 12 x 34 = 408 set of human speech elements are possible to be modeled.( theoretically )

    In other words every spoken word on earth (by a human being)  is a combination of these 408 (+other 15)  fixed set of speech elements.


VoiceAction Human Speech and Computing Interface Engine Notations used :

Practical speech recognition as compared to those frequency differentiations as made by our early ancestors especially to mention the Indian Sanskrit approach of  krishis and munis are not far away from the ones actually differentiated by the computer   today.

Infact we are not entirely able to interpret everything with help of the computer though we may even completely differentiate speech elements.

In continuation of our  on going research in speech we have made an emphasis on its practical use than stressing deeper in speech recognition challenges valley. We beleive that Artificial Intelligence cannot as a whole help in differentiation without having to provide each element in the hands of the user or developer and then even to the end user for its entirely successful use (100 % success rate) .

With  VoiceAction, Computer makes a frequency analysis of your speech as per the kept resolution and gives Engine Categories ( numerical above 2   and below 100 ) these Engine Categories depict Codes that are consonants vowels.

Currently you can use these codes directly to sort your word by using pattern matching.(VB Like operator protocols )

You can design a constructive Model ( of course a default one will also be available)   using patterns of these codes (coming up in a few weeks minor upgradation )

If you wish to test the below Engine codes for there representations you may go ahead and test them by trying to say them with  keeping VoiceAction1.Keep_Engine_Frequency_Input_Flow = "Pass All".

Engine Codes are observed in VoiceAction1.Voice_Magic_Elements ( use SDK application.)


Engine Category

Engine Codes

Speech Recognition Details

 
1    
2    
3    
4    
5    
6    
7  
8    
9  
10   
11  
12   
13   
14    
15    
16    
17   
18    
19
20  
21   
22
23  
24  
25  
26    
27   
28    
29    
30    
31    
32    
33    
34    
35    
36   
37   
38    
39  
40  
41  
42   
43  
44
45  
46  
47  
48   
49  
50  
51  
52
53
54  
55  
56
57  
58  
59  
60
61  
62  
63  
64  
65  
66  
67  
68  
69  
70

dbtrvgp
dbtrvgp
unml
unml
e
o
a
aAA
aAA
aAA
aAA 
aAA
aAA
AkgH
AkgH
AkgH
AkgH
AkgH
AkgH
AkgH
AkgH
AkgH
AkgHthjj 
AkgHthjj
AkgHthjj
AkgHthjj
AkgHthjj
AkgHthjj
AkgHthjj
AkgHthjj
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
fthjjs
s
s
s
s
s
s
s
s
s
s
s
s
s
s
s
s
s
s
s
s
sx

Consonant no. 16,11,21,25,9,27,3,19,10,12,24
Consonant no. 11,21,9,27,3,19,10,12,24,
Consonant no. 13,32,23,26,18 Vowel 5,6,11
Consonant no. 13,32,23,26,18 Vowel 5,6,11
Vowel no. 3,4,
Vowel no. 9,10
Vowel no. 1,
Vowel no. 1,2
Vowel no. 1,2
Vowel no. 1,2
Vowel no. 1,2
Vowel no. 1,2
Vowel no. 1,2
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Consonant 1,2,3,4,12,17,22,29,31,33 Vowel no 12
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12 
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12 
Cnst 1,2,3,4,5,12,14,15,17,6,7,8,22,29,31,33  Vo12 
Consonant 15,7,20,31  
Consonant 15,7,20,31 
Consonant 15,7,20,31    
Consonant 15,7,20,31     
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31  
Consonant 15,7,20,31 
Consonant 15,7,20,31 
Consonant 15,7,20,31  
Consonant 15,7,20,31 
Consonant 30
Consonant 30
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30
Consonant 30
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30 
Consonant 30
Consonant 30
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30  
Consonant 30