• Aucun résultat trouvé

Lossless compression of volumetric medical data

N/A
N/A
Protected

Academic year: 2021

Partager "Lossless compression of volumetric medical data"

Copied!
10
0
0

Texte intégral

(1)

HAL Id: hal-00849506

https://hal.archives-ouvertes.fr/hal-00849506

Submitted on 31 Jul 2013

HAL is a multi-disciplinary open access

archive for the deposit and dissemination of

sci-entific research documents, whether they are

pub-lished or not. The documents may come from

teaching and research institutions in France or

abroad, or from public or private research centers.

L’archive ouverte pluridisciplinaire HAL, est

destinée au dépôt et à la diffusion de documents

scientifiques de niveau recherche, publiés ou non,

émanant des établissements d’enseignement et de

recherche français ou étrangers, des laboratoires

publics ou privés.

Samy Ait-Aoudia, Fatima Zohra Benhamida, Mohamed Azzedine Yousfi

To cite this version:

Samy Ait-Aoudia, Fatima Zohra Benhamida, Mohamed Azzedine Yousfi. Lossless Compression of

Volumetric Medical Data. Computer and Information Sciences - ISCIS 2006, Nov 2006, Istanbul,

Turkey. pp.563-571, �10.1007/11902140_60�. �hal-00849506�

(2)

1233453367289A533B2C62D6E24F85AB65B466

6

2345167896ABC73D1E38439FA31347C3D1A34C96CC71AB71

11878B81387A31CA4387BD1 1!"D1#BC92431$!%&'D16(7D16(731

)378)3ABC73*77+CD1

3A6 C7,31 743(7(1 3--7,387A1 -ACB,1 3(1 81 A1 74731 743(+1 .B1 31 ,A4-7A1 8,7B1 71 BB1 8A1 CB,1 -3,1 8A3(+1 /A1 ,A4-7A1 48AC1 31 ,351 71 B,1 ,787,31 3--7,387A+1 0AB487,1 4C7,31C3831-818A(1747378511821B,,73134+11871 -3-1 21 7387(381 -C7,8731 8,7B1 A1 A1 ,A4-7A1 A1 37CA1 B,13--7C18A13AB487,1C383+141 3A1 4351 31 ,A4-338731 8BC512781A816787(1,A4-7A18,7B1CC7,38C18A13AB487,1C383+1

6 CA2FB2C6

C7,31 743(7(1 3--7,387A1 -ACB,1 31 B(1 34AB81 A1 781 C383+1 64A(1 81 4C7,31 C3831 21 ,31 487A1 9.1 :9A4-B8C1 .A4A(3-5;D1 <1 :3(87,1 <A3,;D1 =.1 : A787A1 =477A1 .A4A(3-5;1 >83ABCD1 ?9<351 3C1 6(7A(3-51 743(+1 28A7(1 B,1 34AB81 A1 C3831 C1 31 A81 A1 C751 -3,+1 .381 71 251,A4-7A171B7C17183817C+113CC787AD14C7,31743(14B81118AC1 278AB81 351 A1 A1 7A4387A1 7,1 81 7C7851 A1 743(1 71 ,787,31 71 C73(A7+1 .71 B71 A1 ,A4-7A1 8,7B+1 /A1 ,A4-7A1 71 31 A1 1 ,A4-7A+1.1C,A4-C1743(171813413181A7(731743(+1

937,31743(1,A4-7A18,7B1:1@$D7DAD!D&DBD$'C;1,A,8381A1A21 8A1 CB,1 81 CBC3,71 -8C1 71 31 7C737CB31 743(+1 .71 4AC1 7(A1 31 3CC787A31 85-1 A1 CBC3,51 8381 6781 71 81 A1 74731 743(D1 81 84-A31 CBC3,5+1 0AB487,1 781 C3831 ,A4-7A1 8,7B1 6-A781 81 ,A387A1 8381 678134A(1B,,731743(17,18A13,7311881,A4-7A138+11

8B1 8A1 81 3,81 8381 3AB487,1 4C7,31 C3831 -81 8A(1 74737851 1821 B,,731 34D1 21 7387(38D1 71 871 -3-D1 -C7,8731 8,7B1 A1 A1 ,A4-7A1 A1 37CA1 C383+1 41 3A1 4351 31 ,A4-338731 8BC51 2781 A81 6787(1 ,A4-7A18,7B1CC7,38C18A13AB487,1C383++11

.71 -3-1 71 A(37C1 31 AA2+1 41 C71 71 ,87A1 %D1 81 ,A387A1 ,A7,781 8381 B38751 74737851 1821 743(+1 .1 -C7,87A1 ,41 A1 781 C3831 ,A4-7A1 31 6-37C1 71 ,87A1 7+1 41 1751 -81 71 ,87A1 AD1 81 ,AC7(1 48AC1 BC1 A1 81 ,A4-7A+1 =6-74831 B81 A1 4C7,31 34-1 C3838131(73171,87A1D+12,87A1!1(731,A,B7A+1

(3)

6 85363B8B4AB6

.1 71 31 8A(1 74737851 1821 351 82A1 B,,731 341 71 31 3AB487,1 C3838+1 .71 74737851 4B81 A4A21 11 4384387,351 B3877C1 8A1 A21 81 C(1A1413,+1.2A1743(13137C18A11174731A1838787,351,A38C171 85133174731-761787871718134133+1

.1 ,A387A1 ,A7,781 71 BC1 8A1 B38751 7473785+1 EA1 82A1 C38381 ?E:6$D6%DF1 6;1 3C1 E:5$D5%D1 F1 5;1 2781 431 33B1 641 3C1 54D1 81 81 3+1 @$$C1 C7C1871,A7,78131G1

1

1

1

2 2 2

3

3

3

3

2

1 2 3 2 1 2 3 2 1 2 3 2 3 2

4

4

5

5

4

4

5

5

6

$ % $ % $

;

:

;

:

;

;:

:

1 6 6 6 .1,A387A1,A7,781713A1,3C1 A1+1.A133A7C181437-B387A1A1 (38731 33BD1 %1 71 A81 BC1 783C1 A1 +1 EA1 8A1 C38381 ?1 3C1 D1 31 33B1 A1 %11 ,A1 8A1 'D1 431 8381 A1 ,A387A1 6781 1821 84+1 61 33B1 A1 %11 ,A1 8A1 $D1 431 8381 8A(1 ,A387A1 6781 1821 81 82A1 C3838+1 ?1 3C1 1 31 -,851 ,A38C1 71 %E$+1 1 ,A8681 A1 743(D1 31 33B1 1 %11 ,A1 8A1 '1 431 8381 81 82A1 743(1318A8351C77473D113133B11%11,A18A1$17C7,381H8A(H1747378513C1131 33B11%E$1431838181743(1317C87,3+1 1 1 B6 .2A1B,,731<1,81,31 1 1 B6 .2A1C774731743(+1

(4)

41(73182A1634-18A1B3875181747378511821743(+1E7(B1$1A21 82A1B,,731<1,81,31A131341-3878+1.133B1%E'+""&17C7,3818A(1 74737851 1821 81 82A1 743(+1 E7(B1 %1 C-7,81 82A1 A1 74731 743(+1 .1 ,A387A1-33481%E'+''D17C7,38183818182A1743(131A1,A38C+1

!6 "A5BB2C63#58536

61 -C7,87A1 4AC1 71 BC1 8A1 -C7,81 -761 33B1 3C1 -3,1 841 151 81 A1 71 -C7,87A+1 .1 B87(1 743(1 71 ,3C1 81 7CB31 743(1 A1 A1 743(+1 .1 4377(1 8B,8B1 71 81 ,3-8BC1 151 31 838787,31 A1 B7331 4AC1 -7A1 8A1 ,AC7(+1 .1 781 8-1 71 ,3C1 C,A387A1 3C1 81 ,AC1 8-1 71 ,3C1 A1 4AC7(+1.1743(131-A,C1713171381,31AC13C131-76171-C7,8C1 A1811371A1-76127,133133C51838C17181,B813C1-37AB134+11 1 81 341 5D1 21 CA81 81,B81-761 5@7DIC13C1781-C7,8C133B1151 51@7DIC+1

.1-C7,87A1A17181(731151G1 5@7DIC191 5@7DIC+1

!6 "76

.1 74-81 2351 8A1 683,81 81 84-A31 CBC3,51 71 8A1 B183,81 3CI3,81 -761 33B1 71 82A1 B,,731 34+1 .71 -7,7-1 71 ,3C1 8 91 :878731 B1 9AC1ACB387A;+1.1-C7,8C1-76133B171(731151G1 1 5@7DIC1E1 59$@7DIC1 6 !6 !6$"%&'(6 .1A1J =K1-C7,8A131,8731714A37(1-38731,A387A1-8171 7C737CB3134+1.1J =K183C3C1-A37C17(81C781-C7,8A1A4127,1 81B1,31,8+1.311$1781817(81-C7,8A1BC+1E7(B171A2181A8387A1 BC1A1-,757(17(1A7(1-761A181-76117(1-C7,8C+1 1 )*6 )6 1 *6 "+B,-.6 ,B81-761 B!6 A8387A1BC1A1-,757(17(1A7(1-761A1,B81-761 @7DIC+1 1

(5)

/45666J =K1-C7,8A1A1A1,AC7(+1 256 "A5BB2C66 '1 $1 %1 71 A1 D1 !1 &1 '1:A1-C7,87A;1 1 41 41 L4941 4L:94;%1 L:494;M%1 :L4;M%

1

1 EA13137CA1B,1A1313AB487,1C383D1B7(181-C7,8A1713,1341CA1 A81 8351 78A1 3,,AB81 84-A31 ,A387A+1 4A1 81 3+@"C1 BC1 79C747A31 37A1 A1 81 J =K1 -C7,8A+1 .1 781 -C7,8A1 21 A1837C1 151 74-51 8357(1 81 333(1 A1 81 %81 -C7,8A1 71 3,1 A1 81 81 -31 8381 ,31 -31 8AB(1 31 (731-7617181C747A+16,,AC7(18A14A1813+1@"C1.178137A1A181 -C7,8A1-,77C11514AC1A1A1A1J =K1(33181181-A43,134A(131 81781-C7,8A+1.71-C7,8AD1838127111BC171AB16-748D171(731151G1

%N:1 5@7DI9$CL1 5@79$DICL1 59$@7DIC;1 59$@79$DICL 59$@7DI9$CL 5@79$DI9$C1

"0+B,-.611 71 91 71 !6

!!6 !6$"%&'1266

/#9#91 :/#21 9#4-67851 /#1 9#4-7A1 A1 43(;1 @$7C1 B1 31 A9 731 -C7,8A1 2781 C(1 C8,87(1,3-317785+1.13--A3,171/#9#91,A781A1 -A47(1318818A1C8,81C(+12-,77,35D181/#9#91-C7,8A1(BG1 1 1 1 1

/#9#91 71 81 3(A7841 381 81 ,A1 A1 81 83C3C1 ,A4-7A1 A1 ,A87BAB9 8A1743(D1J =K9/21:@$7C;+1.1-C7,8A1BC171/#9#9123134C1CB7(181 83C3C7387A1-A,1O4C731C(1C8,8AP1:=8;+1

EA41 81 =81 -C7,8AD1 21 331 C73C1 3C1 BC1 71 AB1 6-7481 31 781 -C7,8A1,3C1781J =K9/2+141C7178131AA2G1

12 71:47: 5@79$DI9$CD1 59$@79$DICD1 59$@7DI9$C;QE436: 5@79$DICD1 5@7DI9$CD1 59$@7DIC;;1

"0+B,-.61

1

47: 5@79$DICD1 5@7DI9$CD1 59$@7DIC;11

12 7:436: 5@79$DI9$CD1 59$@79$DICD1 59$@7DI9$C;RE47: 5@79$DICD1 5@7DI9$CD1 59$@7DIC;;11

"0+B,-.61

1

436: 5@79$DICD1 5@7DI9$CD1 59$@7DIC;1

12 1A8271

%N:1 5@7DI9$CL1 5@79$DICL1 59$@7DIC;1 59$@79$DICL 59$@7DI9$CL 5@79$DI9$C1

"0+B,-.616 71 91 71 47:D4;11 714141436:D4;1 436:D4;11 71415147:D4;1 1L141141 1A827

1

C7,8C)-7611

(6)

(6 %C2BC6#56A53BF46B8536

1 31 -C7,8731 A1 743(1 ,A4-7A1 8,7BD1 81 31 82A1 C787,81 8-D1 C,A387A13C1,AC7(+1181C,A387A18-D1-387313C184-A31CBC3,71 34A(1-76131CB,CD1B87(17131743(1,3C1817CB31743(+1

1 1 81 C,A387A1 8-1 71 ,873D1 831 81 351 7CB31 743(1 31 7(77,3851A21A9AC18A-51,A4-3C18A181A7(731743(17,17181781 C3838+12331,AC7(1,412188C171817CB31743(1,AC7(1-3+1 1 1 AB1 8BC7D1 21 271 87,81 AB31 8A1 81 81 8,7B1 8381 (331 (AAC1 B8+141271B1378487,1,AC7(D1 C13C1/F613(A784+1 C17131 1 : C7,87A1 151 38731 38,7(;1 13C1 3(A784+1 81 71 31 7789,A8681 838787,31 4AC7(1 8,7B+1 .71 3(A7841 71 4A851 13C1 A1 847851 25371 2A51 @$%C1 .1 /F61 3(A7841 7131C7338731A181/4-9F7313(A784+181713174-A3C1 3C1A-8747C137A1A1/F&&13(A7841@$&C+1

36 %495AB85C46553F436

36 /5368536 .133B387A1,A4-7A148AC17143C1A134-14C7,31743(+141-81 6-74831B81A1813419.13C1<13AB487,1C38381BC171@%D$DD$!C1A1 351 ,A4-37A+1 61 743(1 21 (3593D1 3C1 21 ,3C1 8A1 B1 178M-76+1 .1 3AB487,1 4C7,31 C3831 31 C,71C1 71 8311 %+1 .1 781 7,1 A1 3,1 C38381 71 (731717(B1A+11 /456668,7-87A1A181C38381BC171816-748+1 /956 6B32A6 56 2546 B456C856 2B756 6-815CA41 %1 1 6-81 %D!6%D!6"!1 831,3A87C1C7,87A1 A$1 E1 93A87C1 %D!6%D!6!A1 .7-AC13,8B1 $!1 1 25B1 %D!6%D!6$"%1 9.1 S37(1,3-A7C13,8B1 %'1 1 4781 %D!6%D!6$&!1 A431 7B1 E1 /73)8$1 %D!6%D!6AB1 A431 7B1 E1 /73)8%$1 %D!6%D!6AB1 9A(7831381C731 $1 1 C),81 %D!6%D!6!A1 <1

/816A-834A1 A%1 1 23()3C1 %D!6%D!6AB1

36 7289A533B2C6A53F436

61 A1 ,AC7(1 B81 31 13C1 A1 31 ,A4-C1 71 7+1 1 81 781 6-748D1 21 331 ,A4-C1 81 3AB487,1 C3831 151 (31 -B-A1 A1 ,A4-A1 G1 >769,A4-D1 479F7-1 3C1 479<3+1 41 3A1 ,A4-C1 81 781 C3831 151 J =K9/21 @$7C1 81 2#M.>1 83C3C1 A1 A1 ,A4-7A1 A1 ,A87BAB1

(7)

8A9743(1 3C1 96/91 :9A868913C1 6C3-8731 /A1 43(1 9AC7(;1 @$AC+1 /A1,A4-7A1B81711781-1-761:1--;1B7(181,A4-A131(731 7183117+1 1 1 1 1 1 :3;1 :1;1 :,;1 :C;1 1 1 1 1 :;1 :;1 :(;1 :;1 B(6 0AB487,14C7,31743(1G1E7817,1A13,1C38318+1:3;16-81:1;193A87C1:,;125B11 :C;14781:;1/73)8$1:;1/73)8%$1:(;1 C),81:;123()3C+1 /456!66/A1,A4-7A1B81711781-1-761B7(183C3C1A1,A4-A+1 )856 7289A53368)96 *)6:"6 *)6556 $"%&6126 7176 6-81 $+&7"1 $+&B"1 $+A"A1 $+'!71 $+'A&1 93A87C1 %+&B%1 %+B%D1 %+%BB1 $+&7B1 $+!DA1 /7398$1 D+7'A1 D+%"A1 7+BB%1 7+$DB1 7+'A&1 /7398%1 7+"7B1 7+&7B1 7+'771 %+7!"1 %+%A71 C9981 A+7771 A+D'"1 7+&"!1 %+"%B1 %+B$'1 23(9S3C1 7+D"D1 7+D!"1 7+7%71 %+DD!1 %+DBD1 25B1 A+$7D1 7+"AA1 7+&A$1 %+BA!1 %+&%D1 4781 %+&%'1 %+B'$1 $+"'$1 $+!D71 $+!"$1

1

1 81 ,AC1 6-748D1 21 331 ,A4-C1 81 3AB487,1 C3831 151 781 C,A387(181C38313C181,AC7(184+1.1C,A387A1-3123143C1151 B7(18181-C7,8A18 9D1781J =K9713C1781J =K9/2+1181,AC7(1-31 21331BC13318,7B+11AB16-74818148AC1(331(AAC1B8+1 .148AC131G1378487,1,AC7(D1/F613(A78413C1 C13(A784+1

.311 AD1 8311 D1 3C1 8311 !1 (731 A1 ,A4-7A1 B81 71 1781 -1 -761 :1--;121B7(1A181,AC7(18-1378487,1,AC7(D1/F613(A78413C1 C1 3(A7841-,8735+1

(8)

/456(66678487,1A1,A4-7A1B81711781-1-76+1 )856 "76 AB#85B6 !6$"%&'(6 AB#85B6 12'!6 AB#85B6 6-81 $+$"%1 $+%7B1 $+77'1 93A87C1 $+"A'1 $+"!D1 %+'B71 /7398$1 %+"A$1 7+$%D1 7+77'1 /7398%1 %+DDD1 %+!%%1 %+!&D1 C9981 $+B7"1 %+&!B1 7+$$%1 23(9S3C1 %+AD71 %+&DB1 %+B"B1 25B1 %+!7$1 7+$$%1 7+$&A1 4781 $+7BA1 $+!D%1 $+B$B1 /456366/F61A1,A4-7A1B81711781-1-76+1 )856 "76 1:6 !6$"%&'(6 1:6 12'!6 1:6 6-81 $+'!%1 $+$""1 $+%7!1 93A87C1 $+&771 $+BD"1 $+""D1 /7398$1 %+&%%1 7+%"'1 7+AB71 /7398%1 $+"'D1 %+A&B1 %+D''1 C9981 $+&D&1 %+BD71 7+'D71 23(9S3C1 %+%7%1 %+&D%1 %+B'"1 25B1 %+$B%1 %+"&%1 7+$'%1 4781 $+$D$1 $+DDD1 $+&$71 /456;66 C1A1,A4-7A1B81711781-1-76+1 )856 "76 ""6 !6$"%&'(6 ""6 12'!6 ""6 6-81 '+B!&1 $+''A1 $+$$"1 93A87C1 $+A&$1 $+!%D1 $+B$&1 /7398$1 %+7"'1 7+'7"1 7+7%'1 /7398%1 %+'%D1 %+A'!1 %+D'"1 C9981 $+!B"1 %+!B&1 7+$$%1 23(9S3C1 %+$%&1 %+!$"1 %+&A&1 25B1 %+$$"1 %+&$!1 %+"%B1 4781 $+'%"1 $+7&%1 $+D!"1 1 1

(9)

1 41 3317351,A4-3C181B81A1837C12781387351,813AB487,1 C3831,A4-7A18381B12338+118311&D181,AB417812 S.13C17816.9 2 S.118A181B812781A1337387A1A17812 S.1@DC+.1,AB41781 =29#.13C178199=F4118A181A1B812781781=29#.1@$DC13C1781 99=F41 @%C+1 .1 ,AB41 7981 /1 :6E';1 1 8A1 81 781 23381 13C1 82A983(1 A1 ,AC1 C,71C1 71 @$!C+1 61 81 B81 ,31 11 ABC1 71 @$!C+1 .1 381 ,AB41 1 8A1 8 99 C1 81 181 -C7,8731 8,7B1 71 81 881 ,ACB,8C+1 AC3,1851713,1,AB417C7,38181181B81A181,A-AC7(1C3838+1 /456<66781381A1A1,A4-7AD1333(1178381711781-1-761:1--;+1 )856 2"6/6!6 !6/'2"6/6 %27=/6!6 !67>'%:*6 !'6)16 66661?6 "76 ""6 6-81 $+'DA1 $+'7"11 '+"1 $+'$71 '+"771 ?@;<6 93A87C1 $+A"&1 $+A"&11 (6 $+ADD1 $+!D'1 $+A&$1 /7398$1 %+7""1 %+7!"11 6 %+A$D1 %+7&!1 %+7"'1 /7398%1 $+&AB1 $+&AA1 ;6 $+&D71 $+BD!1 %+'%D1 C9981 %+$'A1 %+'DA1 $+"1 %+$$&1 $+&&'1 ;@A6 23(9S3C1 %+%A'1 %+%'%11 ?6 %+7D!1 %+$7!1 %+$%&1 25B1 %+$$71 %+$!!11 ?6 %+%'A1 %+A'D1 %+$$"1 4781 $+7!B1 $+7DD11 $+%1 $+7%&1 $+$AA1 ?A6

3!6 B3F33B2C6

EA41 81 B81 A21 71 -37AB1 831D1 21183814A81A181781,A4-7A1 48AC1 ,351 AB81 31 74-A3481 ,A4-3C1 8A1 7C737CB31 743(1 83C3C1 ,A4-7A+1EA418311&D12118381818 99 C148AC1-A4C181181 A181A17(81881B,+1.71,31116-37C1151813,8183817(174737851 71 -81 71 81 81 B,1 :9.)6-8D1 <) C9981 3C1 9.)478;+1 .1 ,A387A1 ,A7,781 A1 351 82A1 B,,731 7,1 71 3,1 A1 81 C38381 71 32351B-7A18A1'+""+14181,A387A1,A7,781C,31:318717181,31 A1<)/7398%1B,;1818 99 81271A8111,873+1

;6 72C4F3B2C6

#1A1811813--7,387A1331A13AB487,1,A4-7A148AC1714C7,31 743(7(+1C7,31743(1C383131BB3518A1B(134AB81A174731743(+1.71 -3-1 3884-81 8A1 33B381 81 -A43,1 A1 A1 3AB487,1 ,A4-7A1 A1 34-1 C38381 A1 (35,31 74731 743(+1 1 871 8BC5D1 A51 81 ,81 A1 ,A4-7(1 81 A1 (35,31 743(1 231 33B38C+1 EB81 2A51 4B81 ,A7C1 ,A4-7(1 81 8B1 ,AA1 743(+1 2-,831 C,A387A1 4B81 81 11 8351 78A1

(10)

3,,AB8+1781,A4-7A148AC1,313A11188C1A14351A813--7,387A133+1 238781 743(1 C38313D1 A1 634-D1 A81 ,A8371 81 A1 743(1 8351 A31 81 341 (A(3-7,31 33D1 3C1 BC1 74731 2381 A1 7(87(1 ,AC787A+1 .51 ,3751,A8371789743(1CBC3,5+1

<6 55D5A5C536

@$C1 55AB,1 S+1 3C1 381 +D1 6C3-8731 4B87AB87A1 C,A4-A787AG1 3--7,387A1 8A1 A1743(1,A4-7AD19622 1%''%D1#3CA1EA7C3D1>26D1351%''%+1 @%C1 7(71 6+D1 F27(1 K+D1 3C1 3,71 +4+D1 .98747A31 43(1 9A4-7A1 2781 8(1433816--7C1#-87,D13A+7"D1T$$D11--+1$&""9$B$AD16-71%'''+1 @7C1 9751 +>+D1 23431 K+D1 3C1 .53-1 6++D1 K35931 41CCC1 A1 743(1 ,A4-7AD19622 1%''7D1!9$'16-71%''7D1SA59UA(D1--+1)%AD9%AB+1 @AC1 93(19+9+13C191K+D11=3,4813(A7841A1A731,A868913C1-C7,8AD1 ==1 A,+07143(127(31 A,7(D13A+1$D'D1T1$D1E1B351%''7+1 @DC1 9A12+D1U7418+13C1 34314+6D11/A19A4-7A1A10AB487,1C7,3143(1 27814-A3C1.98747A312 S.16(A784D1JAB31A187(783143(7(D13A+$&D1 T$D1--+1D&9!7D13,1%''A+1

@!C1 9B71 8+D1 /A1 ,A4-7A1 A1 (35,31 4C7,31 743(1 3C1 =,8731 A1 83C787A31 3C1 8381 A1 81 381 3--A3,D1 71 A,+1 2 =9C7,31 43(7(D1 0A+1 7"B'D1 %'''1

@&C1 E35A2571 +J+D1 9A4-3,81 -8387A1 A1 A(7,1 B,87A1 AA1 ,A4-7A1 A1 (59,31743(D1==1 A,+99A4-B8+187(78+1.,+D10A+1$D$D1A+17D1351%''AD1--1%%$9 %7'+1

@BC1 J73(1 J+D1 KBA1 +1 3C1 3(1 2++D1 <37787(1 81 J =K9/21 -C7,87A1 ,4D1 ==1 A,+ 07143(127(31 A,7(D13A+1$A&D1T1!D18,411%'''+1

@"C1 4A1+8+D13C1235AAC1U+D1/A19A4-7A1A107CA12B,D1===183+1#1 9A44B7,387AD1AA:$';D1--+$7A'9$7ADD1#,8+$""!+1

@$'C14A1+8+D13C14B1?+D1<,8183A-481719A86893C1 C7,8731.,7B1 A1/A143(19A4-7AD1.19A4-B81JAB3D10A+A':%M7;D1--+$%&9$7!D1$""&+1

@$$C18D1 J+D1 43431 4+D1 3C1 UB81 +S+D1 6--7C1 /731 <(7A1 ACD1 <41 B1<7(CD1/D1$"B"+1

@$%C12537D1 8+D1 4-A37(1 81 7,7,51 A1 1 3(A784D1 A141 A1 A4387A1 .3477AD10AB417&D1B4117D1JB51%''$D1--+1%%!9%7D:$';+1

@$7C1471(1+1J+D12AB71K+D13C123-7A1K+D1.1/#9#91/A143(19A4-7A1 6(A784G1 7,7-1 3C1 283C3C7387A1 78A1 J =K9/2D1 ===1 .33,87A1 A1 43(1 A,7(D10A+1"D1T+1BD16B(B81%'''D1--+1$7'"9$7%A+1

@$AC14B1 ?+1 3C1 4A1 +D1 9A868913CD1 3C3-873D1 A1 743(1 ,AC,P1 ===1 .3+1 9A44B+D13A+1AD1:A;D16-+1$""&D1--+1A7&9AAA+1

@$DC1?7A(1 F+D1 4B1 ?+D1 9(1 2+1 3C1 SB31 J+D1 /A51 8A1 /A1 9A4-7A1 A1 C7,31 0AB487,1 83831 >7(1 .98747A31 8(1 43381 .3A4D1 ===1 83+1 #1 C7,3143(7(D13A+1%%D1T7D1--+1AD"9A&'D13,1%''7+1

@$!C131 2+D1 9A1 2+1 3C1 3431 4+6+D1 8(38C1 /A5D1 39AD1 3C1 /A1 9A4-7A1 A1 C7,31 0AB487,1 8383D1 DH7389AB 8CDB E2DAFB F33C282FCB 8CDB 6FA2C9BD12V.M2 =1254-A7B41A1=,8A7,143(7(D1%''DD1 A,+12 =1D!BDD1 0A+1%D1--+1$D$9$D"D1J3+1%''D+1

@$&C1F731J+D13C16+1/4-D161B73313(A7841A1B8731C3831,A4-7AD1===1.3+1 +1.A5D13A+1.9%7D1A+17D1--+177&97A7D1351$"&&+1

Références

Documents relatifs

To test whether the vesicular pool of Atat1 promotes the acetyl- ation of -tubulin in MTs, we isolated subcellular fractions from newborn mouse cortices and then assessed

Néanmoins, la dualité des acides (Lewis et Bronsted) est un système dispendieux, dont le recyclage est une opération complexe et par conséquent difficilement applicable à

Cette mutation familiale du gène MME est une substitution d’une base guanine par une base adenine sur le chromosome 3q25.2, ce qui induit un remplacement d’un acide aminé cystéine

En ouvrant cette page avec Netscape composer, vous verrez que le cadre prévu pour accueillir le panoramique a une taille déterminée, choisie par les concepteurs des hyperpaysages

Chaque séance durera deux heures, mais dans la seconde, seule la première heure sera consacrée à l'expérimentation décrite ici ; durant la seconde, les élèves travailleront sur

A time-varying respiratory elastance model is developed with a negative elastic component (E demand ), to describe the driving pressure generated during a patient initiated

The aim of this study was to assess, in three experimental fields representative of the various topoclimatological zones of Luxembourg, the impact of timing of fungicide

Attention to a relation ontology [...] refocuses security discourses to better reflect and appreciate three forms of interconnection that are not sufficiently attended to