TAPCHi KHOAHOC
VACONG
NGHE '- Tgp 47, s6
2,2009
Tr. 29-37
SU'
DUNGHETHONGTIN D\A LI(GIS)DEXAY Dl/NG
MO
HiNHPHAN B6
LOAI,
LAYVIDULOAISAOLA
(PSEUDORYX NGHETINHENSIS)
6"
VIET NAM
LS
XUAN
CANH,
HA QUY
QUYNH,
IE
MINH
HANH,
TRAN
THANH TUNG
1.
MODAU
Viec du doan phanbo cua mot loai c6 y nghla v6 ciing quan trgng trong cong tac quan li va
bao t6n cac loai dgng thuc vat trong thien nhien vi vay da c6 nhieu nha nghien ciru xay dy-ng cac
loai mohinh khac nhau de phuc vu muc dich nay. DiSm chung cua cac mohinhphan Ijo loaila
sir dung moi quan he giua nhung ylu to moi truong va thongtin ghi nhan dugc ve su ton tai ciia
loai dS xac dinh cac dieu kien moi truang phii hgp vai sir phat trien cua loai do. Bai bao nay giai
thieu phuang phap tiSp can mohinhdephan tich sinh khi hau du doan viing phanbo ciia loai, doi
tugng nghien ciru laloaiSaola a Viet Nam. Mohinhphanboloai dugc xaydung dua tren ca so li
thuySt v^ sir thich nghi sinh thai. Cac di^u kien sinh thai thich hgp ciia loai dugc mohinh hoa de
du bao viing phan b6 cua loai tren ca so phuong phap, cong cu dubaodia sinh hgc.
Sao la {Pseudoryx nghetinhensis)laloai thu mong gu6c, dugc phat hien vao nhtrng nam
cuoi ciia thS ky XX, tai Vu Quang, Ha TTnh. Saola dugc xgp vao bac cue ki nguy cap (CR) ciia
lUCN va Viet Nam. Nhung nghien cuu ve sinh thai sinh hgc ciia Saola hau nhu rat it do Saola
mai dugc phat hien va so lugng ca
Xhk.
Saola con rit it trong tu nhien.
2.
CO SO LI THUYET
Cac buac chinh dk xaydung va danh gia mohinhphan b6 cua mot loai cua Pearson (2007)
dugc the hien trong hinh I.
Co hai loai dir lieu diu vao can c6: (1) Cac thongtin ve phanbo loai; (2) Cac thong so moi
truang.
Cac thong so moi truang dang tho (vi du nhu thong so do im hang ngay thu tai tram khi
tugng) se dugc xir li thanh du- lieu diu vao phii hgp voi mo hinh. Can phai kiem tra do chinh xac
ciia dir lieu ngay tir buoc nay.
Co sa dexaydungmohinhphan b6 loailavi tri cac di^m ghi nhan (quan sat) loai, tir do
cung cip thongtin ve sinh canh song ciia loai.
Cac ghi nhan ve loai va nhung thong s6 moi truong dugc dua vao cac ham so mohinhde
xac djnh nhirng diSu kien moi truang phii hgp vai su ton tai ciia loai.
Da dam bao cac mohinh cho ket qua toi uu, se c6 nhieu dap an va phep thir dugc dua ra.
Mire do quan trgng ciia cac thong s6 moi truang dugc danh gia trong buac nay.
Ban do dubaophanbo loai. Day la buac kiem tra kha nang dubaophan b6 ciia mo hinh.
Nhung diem ghi nhan loai khong dugc sudung trong mohinh se dugc sudung nhu nhung du
lieu kiem tra doc lap.
29
Sau khi hoan thanh viec danh gia mo hinh, kit qua se dugc sir dung dk du doan sir ton tai
cua loai tai nhtrng nai loai chua tirng dugc ghi nhan.
Kiem tra ket qua ciia mohinh ngoai thuc dja tai nhirng viing ma sir hien dien ciia loai dugc
cho la han hiru hoac xac suat thap. : HT -^M ') ''' ' "cJ
-
•••4
3.
SO LIEU VA PHAN MEM
3.1.
So lieu
Diem phanboSao la: cac diem ghi nhan c6 SaoLa trong nhirng nghien ciru truac day
(Nguyen Xuan Dang va cong su, 2007) dugc sir dung lam so lieu dau vao ciia mohinh tinh toan.
Cac lap so lieu sinh khi hau Viet Nam (nhiet do trung binh nam, chenh lech nhiet do theo
miia, lugng mua trung binh nam ) dugc lay tir Atlat Viet Nam (Bg Khoa hgc va Cong nghe,
2005),
cac tram quan trac ciia Viet Nam va tham khao nguon so lieu tai cac tram sinh khi hau the
giai (http://www.worIdclim.org/bioclim.htm); sau do dugc quy chuan ve He tga do WGS 84, 6
so 48, so lieu dugc luu trtr a dang Grid ASCII. BIOCLIM.
Ban do tham thuc vat rirng Viet Nam dugc xaydung tir anh ve tfnh Landsat ETM 2005 va
tham khao tir nguon so lieu dieu tra rirng nam 2005 ciia Cue Kiem lam, Bg Nong nghiep va Phat
trien nong thon.
Ban
ghi
(vj
loai,
loai
do cac diem
nhan ve
tri quan
loai
sat
ke ca vj tri
khong
ton tai)
con
Co so dir lieu
GIS:
cac thong
so moi truang
(nhiet do, lugng
mua, tho
nhuang )
Xir 1
chon
bao
trong
dinh
loai
ngay
ngay
i dir lieu
ra bien so
CO gia
viec
phan bo
(Nhiet
cao nhat,
lanh )
6k
du
tri
xac
ciia
do
so
^
^
Ap dung cac
thuat toan mo
hinh (Maxent,
tuyen tinh hinh
hoc,
dinh luat
giai han )
—7">r-
H
Mo hinh cap do
phan bo (lira
chon thong so
phii hgp, thir
cac bien so dir
doan khac
nhau)
Hinh I. Cac buoc chinh dexaydung va danh gia mohinhphan
bo ciia mot loai (Pearson 2007)
Kiem tra kha nSng
du doan (do chinh
xac) ciia mohinh
bang viec kiem tra
thuc dja hoac chia so
lieu dau vao de kiem
tra kha nang dir bao
bang chi so
^
Ban do phanboloai
Du doan viing phan
bo ciia loai a nhOng
vLing diali mai, (irng
dung cho loai ngoai
lai) hoac thai gian
khac (sir thay doi cua
khi hau)
30
Neu dieu kien cho
phep,
kiem tra ket
qua ciia mohinh
ngoai thuc dia, 0
nhtrng noi ghi nhan
khong lien tuc,
nhirng viing di cu,
hoSc viing phanbo
khong lien tuc.
3.2.
Phan mem
- Phan mem ARC GIS phien ban 9.1 diing de chinh li, chuan hoa, chong ghep va phan tich
thong tin.
- Phan mem MaxEnt phien ban 3.2.1 dugc sir dungdexaydungmohinhphanbo loai.
(http://www.cs.princeton.edu/~schapire/maxent/)
4.
KET QUA
4.1.
Mohinh dy bao vung phanbo cua Sao la.
Nhan to dau vao ciia mohinh gom cac lap sinh khi hau, trong do moi nhan to sinh khi hau
dugc xep hang mire do quan trgng tir tat ca cac diem ghi nhan, tir do thiet lap bg so lieu phan
hang (ki hieu KHC) mire do quan trgng ciia cac nhan to. KHC bien thien tir mire do thap nhat tai
cao nhat (tuang irng tir 0,05 tai 0,95). Gia tri ciia cac nhan to khi hau a moi vj tri dugc dem so
sanh vai KHC.
Neu tai mot vi tri tat ca cac nhan to khi hau rai vao khoang KHC, vi tri do dugc cho la
thuan Igi doi vai su ton tai ciia loai. Neu gia tri cua mot hay nhieu nhan to nam ngoai KHC (tir
0 - 5% hoac tir 95 - 100%) nhung van nam trong khoang dao dgng ciia day cac nhan to, vi tri do
dugc cho la khong thuan Igi doi vai sir phanbo loai. Neu gia tri cua 1 hay nhieu nhan to nam
ngoai khoang dao dgng vi tri do dugc cho la viing khong phan bo.
Chu glal
6*1 gioi qu6c gia
I ^ Knang phan tii
1^1 Dv Ooin vung ptitr
D6
•i
V^E
-OCKpiiB 3*
ao 180 no OOTrudnftS.
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• Sit ^.** - «r-
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— >&:'
Chu
gia)
BiSn gwi quit gta
GiA (r! Ilch h9^
0
HI
2
i
V '
#
%
^*-l^i^'
^^"
0 80 16C
"="•'"
N
s
-QO
f^J*^
5*
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,
320 ^0 In/O-ia&i
,-a , '-
Hinh 2. Ban d6 dubao viing thich hgp cho suphanbo cua SaoLa
(a: Dir bao vting phan b6; b : Viing dir baophanbo c6 rirng thuang xanh)
31
Sir dung MaxEnt demo phong viing phanbo ciia Saola a Mien Trung Viet Nam vai cac
nhan to moi truang. Kha nang du doan ciia MaxEnt nam trong khoang tir 0 - 1. Hinh 2 la ban do
mo phong viing phanbo ciia Saola do mohinh dua ra. Co tong so 16.074 pixel (chiem 4,92%
trong tong 326.671 pixel) nam trong khoang c6 dieu kien sinh khi hau thich hgp vai sir phanbo
cua Sao la, tuong ling vai dien tich 1.607.400 ha viing mau den (hinh 2a).
Vting thich hgp cho suphanbo cua SaoLa thugc 8 tinh: Thanh Hoa, Nghe An, Ha TTnh.
Quang Binh, Quang Trj, Thira Thien Hue ,Da Nang va Quang Nam. Saolalaloai thu rat nhiit
nhat, chi bat gap trong cac sinh canh rirng thuang xanh, nhtrng nai it c6 tac dgng cua con nguai
(Nguyen Xuan Dang va cong su, 2007). Xaydung ma tran tuong tac giira mohinhdu doan viing
phan boSaola va tham thuc vat riing thuang xanh thu dugc 4 kha nang khac nhau phu thuoc
vao vi tri trong ma tran;
Gia trj = 0 tuang irng vai nhQ-ng viing khong c6 tham thuc vat va viing khong phan bo.
Gia trj = 1 tuang irng vai nhtrng viing c6 tham thuc vat va viing khong phanbo ciia mo
hinh hoac khong c6 tham thuc vat nhung mohinhdu doan thich hgp cho suphanboSao la.
Gia trj = 2 tuong irng vai nhtrng viing c6 tham thuc vat va viing thich hop cho sir phanbo
Sao la.
Bang 1. Ma tran tuang tac cac kha nang phanbo va lop phii thuc vat
Du bao
CO
Khong
CO
Tham thuc vat
2
1
Khong
CO
tham thuc vat
1
0
Gia tri tuang tac 2 thoa man cac dieu kien: (1) la viing thich hgp cho suphanbo ciia Saola
do mohinhphanbo dua ra, (2) la viing c6 riing thuang xanh bao phii; dieu kien nay thich hgp
voi sir phanbo ciia Saola va triing voi dieu kien sinh khi hau ciia cac diem ghi nhan Saola (hinh
2b).
4.2.
Ket qua dy bao viing phanbo va cong tac bao ton Saola
Ket qua dubao viing phanbo ciia SaoLa the hien
Bang 2. Ti le dien tich thich hgp cho Saola a cac tinh Mien Trung
TT
1
2
3
4
5
6
7
8
Tinh
Thanh Hoa
Nghe An
Ha Tinh
Quang Binh
Quang Trj
Thiia Thien Hue
Da Nang
Quang Nam
Tong so
Dien tich
1.108.082,51
1.647.902,16
830.875,53
793.982,94
474.233,05
493.436,02
96.885,53
1.059.188,22
6.504.585,96
Dien tich thich hop
8.371,81
212.261,58
76.987,90
252.937,20
82.989,14
155.761,36
27.901,38
229.366,60
1.046.576,97
Ti le %
0,76
12,88
9,27
31,86
17,50
31,57
28,80
21,65
32
- Viing thich hgp cho sir phan b6 cua Saola thugc 8 tinh mien trung Viet Nam gom Thanh
Hoa, Nghe An. Ha TTnh. Quang Binh. Quang Tri. Thira Thien HuL Quang Nam va Da Nlng.
Dien tich thich hgp cho Saola la
1.046.577
ha chi^m 16,09% dien tich tu nhien cua 8 tinh. 6/8
tinh
CO
dien tich tich hgp cho Saola chiSm tren 70.000 ha g6m Quang Binh (252.937 ha), Quang
Nam (229.366 ha), Nghe An (212.261 ha), Thira Thien Hue (155.761 ha) Quang Trj (82.989 ha^
va Ha TTnh (76.987 ha). Tinh Thanh Hoa va Da Ning c6 dien tich thich hop^cho Saola nho
(duai 30.000ha).
- Hai tinh Quang Binh va Thira Thien Hue c6 ti le dien tich thich hgp cho Saolacao nhit
(> 31%). Hai tinh Quang Nam va Da Ning c6 ti le dien tich thich hgp cho Saolacao (> 20%).
Tinh Thanh Hoa c6 dien tich thich hgp cho Saola nho (8.371 ha) chiem 0,76% dien tich tu
nhien nam a khu vuc giap bien giai Viet Lao. Ba tinh Nghe An (12,88%), Ha TTnh (9,27%) va
Quang Tri (17,5%) c6 ti le dien tich thich hgp nho vi dien tich tu nhien ciia tinh Ion (hinh 3).
Hien trang bao ton Da dang sinh hgc noi chung, Saola noi rieng tai Mien trung the hien:
- Viing thich hgp cho SaoLa nam trong 13 tren 15 khu bao ton thien nhien a Mi8n trung.
CO
dien tich 314.044 ha, chiSm 30% dien tich thich hgp. Co 10/15 khu bao ve (VQG va Khu Bao
ton)
CO
ti le dien tich thich hgp cho suphanbo cua Saola tren 30%. Cac khu bao ve c6 dien tich
thich hgp Ian nhit gom: Phong Nha - Ke Bang (81.901 ha), Pii Mat (45.093 ha), Pii Huong
(32.540 ha) va Vu Quang (29.346 ha); day ciing la bon khu bao ve dugc xac nhan c6 sir phanbo
ciia Sao la. Ba khu bao ve gom Ben En, Khe Net va Ke Go khong thich hgp cho sir phanbo ciia
Sao la, dieu nay phii hgp vai cac ket qua dieu tra da dang sinh hgc trong nhirng nam truoc day
(bang 3).
- Sir dung cong cu GIS va ket qua dubao tir mohinhphanbode thiet ke khu bao ton Saola
thugc tinh Quang Nam (tren ca sa cac tieu chi nhu: do Ian ciia Khu bao ton (27.129,19 ha); ti le
dien tich phii hgp cho Saola (75,35%) phii hgp vai ket qua dieu tra khao sat da dang sinh hgc
truac day ciia Nguyen Xuan Dang va cong sir (2007) (hinh 4, hinh 5).
- Viing CO dieu kien sinh khi hau thich hgp cho Saola thugc khong gian thiet ke bao ton
bao phii toan bg dien tich khu bao ve du kien (100%). Viing c6 dieu kien sinh khi hau thich hgp
cho Saola va c6 riing thuang xanh che phu thugc khong gian thiet ke bao ton rong 20.441 ha,
chiem 75,35%.
Thanh Hoa Nghe An Ha Tinh Quang Quang Tn Thi/a Oa Ning Quang
Binh TTiien Hu^ Nam
••• Dien tich [=^ Dten tich thich hap cho SaoLa 1116%
Hinh 3. Bi^u d6 ti le dien tich thich hgp cho Saolao cac tinh Mien trung
33
Bang
3.
Ti le dien tich thich hgp cho Sao la
a
cac khu bao ve Mien Trung, 2008
TT
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
Khu bao ton
Bac hai van
Bac Huang Hoa
Bach Ma
Ben En
Dak Rong
Hai Van San Tra
KeG6
Khe Net
Phong Dien
Phong Nha Ke Bang
Pu Hoat
Pii Huong
Pii Mat
Vu Quang
Xuan Lien
Tong
so
Viing du kien
Dien tich
ha
13.142,48
68.526,13
21.918,24
15.440,53
41.431,98
9.909,90
24.362,30
20.605,79
41.735,38
10.2767,41
68.788,64
46.962,89
96.500.85
57.391,73
22.897,71
652.381,96
27.129,19
Dien tich thich hop
ha
3.699,15
24.135,40
12.638,95
0,00
22.486,96
2.538.48
0,00
0,00
28.831,54
81.901,20
27.048,90
32,540,60
45.093,00
29.346,90
3.783,13
314.044,21
20.441,60
Ti le
%
28,15
35,22
57,66
0,00
54,27
25,62
0,00
0,00
69,08
79,70
39,32
69,29
46,73
51,13
16,52
48,14
75,35
100000
00 •-
80000 00
Bac Hai
Bac
Bach Bfen Em
Dak Hai
Ke G5
Khe
Riong Riong
Rj
htoat
Ri F\j
Mat
Vu
Xuan Vung
van Kr*ng
^B
Rong
van N6t
Di6n h*a Ke hijing Quang
bin */
to6n
H6a
Scm
Bang
Tra
I ^m DiSn tich ha i
1
Di6n tich thich hop Ti
16
% I
Hinh 4. Bieu do
ti
le di?n tich thich hgp cho Sao la
a
khu bao ve Mi6n Trung
34
•
t^
1 Chu
giai
1 1 j Biftn gi6i QuAc gia
. j ] Ranh gibi tinh QuSng Nam
1 . Ranh giCn vung du Kien b^ ton
Kit qua cV baophan b6 Saola
KhOng ph4n b6
^^
Pt\Ar\
b6
• psedoru* hatmhensrs
—1 1
1 N
W-sfa|E
• TinhThi/aThwnHui '
Tinti Ou^ng Nam
0 5 10 20
Kilometers
Hinh 5. Ban do thiet ke khu bao ton va dien tich thich hgp cho Sao la, Quang Nam
5.
KET LUAN
Mo hinhphanboSaola a Viet Nam dugc xaydung vai so lieu dau vao la cac lap thongtin
ve dieu kien sinh khi hau cua Viet Nam va diem ghi nhan Saola trong cac nghien ciru truac day.
Day la 2 nguon so lieu dau vao bat buoc dephan mem Maxent (Maximum Lntropy) xaydung
mo hinhphanbo loai. Mohinhphanbo dugc xaydung tren ca sa li thuyet ciia Pearson 2007.
Viing thich hgp cho sir phanbo ciia Saola thugc 8 tinh Miijn Trung tir Thanh Hoa toi
Quang Nam. Dien tich thich hgp viing phanbo ciia Saola chiem 16.09% dien tich tu nhien ciia 8
tinh. Hai tinh Quang Binh va Thira Thien Hue c6 ti le dien tich thich hgp cho Saolacao tren
31%.
Viing thich hgp cho SaoLa nSm trong 13 khu bao ton thien nhien chiem 30% tong dien tich
du bao. 10/15 khu bao ve c6 ti le dien tich thich hgp > 30%. Cac khu bao ve c6 dien tich thich
hgp Ian nhat gom: Phong Nha, Ke Bang (81.901 ha), Pii Mat (45.093 ha), Vu Quang (29.346 ha)
va Pii Huong (32.540 ha). Ba khu bao ve gom: Ben En. Khe Net va Ke Go khong thich hgp cho
Sao la.
Khu bao ve de xu3t nhSm bao ton nguyen viSaola tai tinh Quang Nam c6 dien tich
27.129ha, nSm hoan toan trong viing c6 dieu kien sinh khi hau thich hgp cho Sao la. Khu bao ton
du kien c6 20.441 ha rirng chiem 75,35% dien tich.
Viec sir dungmohinhphan b6 loai tich hgp vai cac cong cu GIS, cac viing phanbo va du
bao phanbo ciia Saola dugc th^ hien mot each true quan, giiip cac nha quan libao ton dua ra
quy6t dinh phii hgp. Viec xaydung mot hanh lang bao ve noi lien cac Khu bao ve hien c6, dac
bi^t la Khu bao ve dk xuat d^ bao ton loaiSaola khong chi ho trg tich cue cho loai bi de doa
tuyet chung, ma con mang lai Igi ich bao ton cho nhieu loai dac hiru trong khu vuc mien Trung
nhu Mang Ian Muntiacus vuquangensis, Mang Truang San Muntiacus triiongsonensis va Tho
van Nesolagus timminsi. Mohinh khong chi c6 y nghia doi vai dubaophanbo cua loaiSaola
ma con la cong cu dedubao doi vai cac loai dgng vat khac, dac biet la viec dubao doi vai
nhirng loai sinh vat ngoai lai.
35
Lai cam on. Nghien CLPU nay nhan
6\Jigc
si/ tai trg cua De tai nghien cCru khoa hoc ca ban, Bo
Khoa hoc va Cong nghe. Xin chan thanh cam an.
TAI LIEU THAM KHAO
1.
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species distributions by environmental-distance geometric mean. Environmental
management 32 (5) (2003) 614-623.
2.
Ana M. F. Bio - Prediction of plant species distribution in lowland river valleys in
Belgium: modelling species response to site conditions. Biodiversity and Conservation 11,
2002,
pp. 2189-2216.
3.
Dirk M et al - Species richness coincidence: conservation strategies based on predictive
modelling. Biodiversity and Conservation 14, 2005, pp. 1345-1364.
4.
Jin Li E, David W. Hilbert - A new habitat modelling technique for predicting the
distribution of species' occurrences using presence-only data based on limiting factor
theory, Biodivers Conserv DQI 10.1007/sl0531-007-9270-7, 2008.
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Le Xuan Canh, Ha Quy Quynh, Le Minh Hanh va Tran Thanh Tiing - Sii' dung cong nghe
he thongtindialidexaydung ban do phanboBo tot a mien Trung Viet Nam, Baocao
khoa hgc hoi nghi Sinh thai va Tai nguyen sinh vat Ian thir hai. NXB KHKT, Ha Noi.
2007,
tr.
186-191.
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101-108.
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Le Xuan Canh, Nguyen Cu, Tran Thanh Tiing, Ha Quy Quynh, Le Minh Hanh - Sir dung
cong nghe Hethongtindiali(GIS)dexaydung ban do phanbo Cong a Dak Lak,Tuyen
tap cac cong trinh nghien cuu sinh thai hgc va tai nguyen sinh vat. NXB Nong nghiep. Ha
Noi,
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hgc,
sinh thai, cac tac nhan lam suy thoai quan the Saola {Pseudoryx nghetinhensis) va de
xuat cac giai phap quan libao ton, Baocao ket qua thuc hien de tai KHCN cap Vien Khoa
hgc va Cong nghe Viet Nam 2006 - 2007, Vien Sinh thai va Tai nguyen sinh vat, 2007.
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Pearson R. G. - Species' distribution modeling for conservation educators and
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Pearson R. G., Dawson T. P., and Liu C. - Modelling species distributions in Britain: a
hierachieal integration of climate and landcover data. _/ Ecography 27, 2004, 285-298.
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Richard B. Primack, Bien dich va bien soan V6 Quy, Pham Binh Quyen, Hoang Van
Thang - Ca Sa sinh hgc bao ton, NXB Khoa hgc va Ky thuat, Ha Noi, 1999.
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Steven J. Phillips and Miroslav Dudi'k - Modeling of species distributions with Maxent:
new extensions and a comprehensive evaluation, Ecography 31 (2008) 161-175. 2008.
36
SUMMARY
APPLICATION GEOGRAPHIC INFORMATION SYSTEM (GIS) TO BUILD
SPECIES DISTRIBUTION MODELING, CASE STUDY SAOLA
PSEUDORYX NGHETINHENSIS
FN
VIETNAM
Predicting species' distributions has become an important component of conservation
planning and a wide variety of modeling techniques have been developed for this purpose. In
this article, GIS software and modeling software called MaxEnt version 3.2.1 are used to
develop the distribution modeling of SaoLa {Pseudoryx nghetinhensis) in Vietnam. The input
data is records of SaoLa in previous studies and GIS layers.
Appropriate areas for the development of Saola species locate in 8 provinces in the Central
Vietnam, from Thanh Hoa to Quang Nam which occupy 16.09% the total area of these
provinces. 30%) of the appropriate areas are Protected Areas (13 PA) in which Phong Nha - Ke
Bang (81901 ha), Pu Mat (45093 ha), Pu Huong (32540 ha) and Vu Quang (29346 ha) are
among the large ones. Ben En, Khe Net and Ke Go are not appropriate for Saola development.
Using modeling and GIS technology, the species distribution and predicted species
distribution is displayed clearly. The development of a corridor connecting Protected Areas in
the region, especially the creation of proposed Protected Areas for Saola will benefit not only
these species, but also the suite of associated endemic species found in the region.
This distribution modeling is not only a technique to predict the distribution area of Saola
but also to be a application technical to predict for other mammal species, especially predicting
the area of invasive species.
Dia chi:
Vien Sinh thai va Tai nguyen sinh vat,
Vien Khoa hgc va Cong nghe Viet Nam
Nhan bdi ngdy 12 thang 6 nam 2008
37
. nhan Sao la (hinh 2b). 4.2. Ket qua dy bao viing phan bo va cong tac bao ton Sao la Ket qua du bao viing phan bo ciia Sao La the hien Bang 2. Ti le dien tich thich hgp cho Sao la a cac tinh. distribution modeling of Sao La {Pseudoryx nghetinhensis) in Vietnam. The input data is records of Sao La in previous studies and GIS layers. Appropriate areas for the development of Sao la species locate. 47, s6 2,2009 Tr. 29-37 SU' DUNG HE THONG TIN DA LI (GIS) DE XAY Dl/NG MO HiNH PHAN B6 LOAI, LAY VI DU LOAI SAO LA (PSEUDORYX NGHETINHENSIS) 6" VIET NAM LS XUAN CANH, HA