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农作物病虫害遥感监测关键技术研究进展与展望.pdf

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农作物病虫害遥感监测关键技术研究进展与展望.pdf

书 书 书 ABC 23 1 23 STMNOfg J fg 8 P STMNO fg 89 89 STMNO fg fg 8 5 4 h STMNO fg i ij fg 4 fg 4 4 8 5 ic i STMNOfg 8 u 7 ST MNO fg EF 89 A 6 BC 0 12 0 0 1 13 1 DEFG 789 0 1 A B A KL H 1 0 C D A B A MNP O K 3J6MNQB 0 6 9 6 A 5 6 2 0 01 0 6 1 2 2 9 B B B A TUB T V BT WB T W T WB UV Y B Z T K F T XO V B T O X A TT T V B O T WB T WB B Y B U B T XA V U B B B A TUB T T WBA V U B B B A TUB T B KX VB V OT WBX X B T K Z T K XA V U IWB T V T B B B A TUB T T V O KV B B T WBX B Y B T O T D T W D B X X A B A K Z T K DW A W A O B V O B T UV X B T V B J T WT WB B Y B U B T X X V O K T WB K B Y B UB X V T V OT V B T B B O T V O V U T X V O K T K UV A B OT B A W O K V B B K T B A W O B X VT WB B Y B U B T XV B T B B O U O B B T B V U B T XV B T B B O O K XA V U B B B A TUB T IWBV B B V A W UV O V B X T X V T V O B VT B A W O K T K UV A B OT B A W O KX VA V U B B B A TUB T DB V B V B F T B V X T X V T WBV B B V A W T T XO V T X V T X V T BU T X V D V B F T WB O K T WBV B B V A W UV O V B XV V B V O B B V T WB V B VX VA V U B B UB T T V OD K UV A B OT B A W O K T WBV B B V A W A W B Y B A T T T A O V T W A U T B V O V T W B V O O V T W B V O O V T W A V U B B B A TUB T T V ODB V BB C U B 8 V T WB V V B V B A B T DB V BUV U B X VX V T WB VUV U B T XA V U B B B A TUB T O O T 0 A B T B O V T B UU A T T X V UV U B T X T 0 A B T X B V A T UT O T A U V KT WB V K O V T W T V A T V BV B B V A W 4 O0 9 d 1 t5 MNOA BCh ST WT w 1wijfg P p STMNOfg J fg EF STMNO f g c i K STMNOfg P A STMNO fg 89 STMNOfg p STMNO fg u ST 4 u c z Q uv MNOfg Lv fg ABC fg hjk aijkl n n ST WX k y hw STWX K P 0 nw v weO9 MNO 3 3 3 3 3 33333333333333333 u v Z AB ABCMNOfg z S TeM ij STMNO g5 I LP6MN 2 v fg h D ij v u t M 0 h ij h D M e D 0 ij I Z D MN 1 ABCfg I 4 P4F AM g h8 D Mij g u D 9 E F g B h c C fg u S c KL QPMpAB Cfg L6764 ON g4 t I N O uvON gl 0 B A y v I0 76MN PQ c D F 6 8 0 5 0 4 0 R YZw ST UgZ 4 aRb6d6aF 5 u c VW 4 A4 hXY UZ i j I VWNO XY W 4 h ij I B k 0 12 NWi F Qa T ABC M NOfg a4 ij AABCb c h ST dij k 0 1 2 e 1 f gh A i0hSTi jMO I51 jkl m nC doW h p qr si t uij d vTl 0 1 wJx 649 y Dq E D Mz UVD C T h D k v x C D9 0 a4Q69rB h ABCjk nw A B 9 a L 3KLM fg ld B jk fg ST w jk 6 A y ST MNOfg B STfg L fg i 5 y ST 0 c fg4 t ygZST MNO3K 9 0 4 S T fg STMNOEF T y Q8b4 T yP c S STMNOfg t y v QF 94 T y 649 T y STX MNOfg 4 4 T y 1 5MNO b 8 MNO O 7Q NA h MNO fg5 I T yxy BL STMNO 8EF 1 L c L uvSTMNO 7R6M v Q fg M3K BC hu 7QB 0fg 1 0 v b DDD E q E N I 0 7GEG Y DNO I DNO fg 6 A6 NOQR D DD E q E I k I 1 5 1 1 Afg6 DB MNOfg v 5 c BCMNOfg A BC B A h M Z M NOfgl 0 2 V WX WX STMNOfg 4 L MNO mnX u yn G G 2g 1 PMNOvk Z fg yn Q P kl z4 Mp B J STMNO fg z STMO 8G u J T3 3B Z3 3 3 3 B J hSTMNOijfg zi PR6MN QPFv Q hBC M 0 ij K W EF v Q A X M fg E J f g c vn X MMNO I 4 A4 J v Q hX M 9 ij u X M rI A h M fg I J 9 h NOQ R 9 ij a g 3 3 3 3 3 33333333333333333 9 a fg N O hUV M Oijfg I Q I B W v ij IL h UV B ij EF L yn MNOfg 0 9 P TMNOfg z Qbc P J fg4tM 9L J c x S STMNO3K4 c4 8 0M 5 E T Ia ij X Mfg X M 57Q ij k 5 8b6Md 1 e A V v 0 Q ijBC M Mfg ABC7 aIa8 M9cFh9LeM0 ij Ik 22 MNO 4 4 c v 0 v 9 v 04 L M 0 9 uv eGH v c Q 5 4 ij IJKL M F T Nr i 5 M X W STMNOfg I z C B B z B A L MNOEF vn kl BMNOvk fg I VB 7 5 8 3 0E 2 0E 2 008 0E 2 308 3 3 2 0 7 2 0 F7 2 7Q 7 0 f ij 7 EF k v ST Kk 9 EF z ON lm g Uv 9LX 9 yg S B ST nEF g 5 1 f55 3 TB ZB 4 O y z o jk aQ R 7Qb 0 YZ ST 2g5 5 f Z 9 t07fg 0 Ep jk a EF c ST n 3Kfg 5 g2 1 f 4 7Q EFZ u a v 0q EF Z x 7Qzr ST M NOfg 3 Kfg 2 g25 v f 4 EFef 0v l v u sOa t Su vw TG a Z g 22g15 BA jkd e Pc t 7 x 7E iji0fg x fgP ON E ijNOEF 3 3 3 3 3 33333333333333333 4 E vq E MON E M O NEF 5 9L Pc ij5 tT yS 8EF K z P vk 6 S Tk Pg z Lw u 9 EF4 9 bF PE 9 f ghQ TMB Thh 5 Q h H HB A4 Ik v ghcNN 6 B C B T4 E 4ca4 Ik P O B g M P xyaB QR fgMNO Oz ST n x A fg xy 9 i t 9 QR t0 7fg xy v e aw R S STM fg STMN OZ x 5 u STW 9 EF ewMOfg4 Mh g Mp f M WXbd 5h M M M 0 ij g Z Kh S QR EF M 5 h h M g g Z 4 xyU 4 PaF IL 55 n x IUV N O 4IGEE 52 C yh9L M ijfg i 5 XY h fgK M 0 n H n y M 2 n BC ij hUVF yg BCeM UV b i n x 2 B4 8 BPc n x ijMN OEF 4 xy g ST MO g4 y2 p j k k fgST N STMNOfg4 b BA H YZd e Pc a 7Q h M 7Q MNO B ST v v LM ST EF xy7 QEFefN E 2 ABC BC M v f MN 25 J B B v M9 rG st 7X 5 f 1 f h c xrG 7X7Q 2 f 1 2 f 5 eF 0 4 MF b cF 4 y x a 6 Z a Z 21 v 0 Q 8Z Q zw cF Q l Bq QE4 4 X MM Z g A v 0 Q L yn g X M 0 v u sW 1 Q E O T A A h BNO B f g B l 0 1 7 2 3 3 3 3 3 33333333333333333 1 tv y 9LM 05M G 4 7Q 8wv 7Q I 1 u c v BCMNO 4 BC Mh D MO 0 ij Ik 1u c BC MMO 0 4 l 0 12 w 1 v u c h ZBC M S ij I 4 A4 Il 0 1 Z G S4h STMNOfg4 ij Z STMNOfg z STMNOfg G Z yZ v 4 P gv 9L st 1 x 4 z t k v Ll STEF g B W fg k W e L STfg h uvfgk A c L AMfg D 4 Bq QE4 8 w 4aEb 0 yn7 X 4 z 7X VH WXnopqrsx 117 8 2 8 308 3 3 i 5 9 M cP g yn a Z X 22 STMNO I 1 F 96bF 6M 5 4 B CF g9 P U z4 P ST 89 U zm EF u g 1 P hMNO IPy 1 S w 4 22 u c bN Z s ijEF MNOZ I 4 e0 h v X 0 A V T B A Y T bB MB 4T A X V bB MB T 0 DON Igh 0 ij78 4bN6M gh W 5 4 M 0 4 UB V 0 V B T 4b ic uv DON I l 0 Tf gh A h 9 V 1 1 5 Tf gh Wo 8EF p u 1 A1 A g B 2 WY 0 h ST MNO ijAMfg 5J fg l MNOEF 1 Pdklyn 5 STMNOfg Eb J J gB M G 9F v 4cb4 wL KO4 3 3 3 3 3 33333333333333333 4ZDx ba4 21 R 5 c 1 ba4 A 2 ba4 cF 1 9 4 F2G cF uv gk a6 ij g A4 9 LSTM WX jk MWXG jk T 4aGI QMM 5 Qf gh ynuvB MNO Ik P c f gh A 1 t I z1 Pxy g h Nu Pv ij Z M fg f q4 Ll I M bG9bF NR L L yn I C T V B B V O UV M Z xy 0 v ST MNO klfg 5 i u z P 5 W PQ p fgSTMNO3K 8 i A yc fg 4 9 fgMN O L 333333333333 STMNO fg89 i 5 fg L P S TMNOfg LT L T PSTMNO fg ynEF vk 4 ynab LT L T h DMNOfgk QR Nuv DMNOfgk i vk v 2 9L 9L1 jk EF w x 5 u cO c Z R o fgz k c4 MNOfg 5 G N 5 4 MNOfgEF 3abb B STMNO fg H 0 WY H gRI4 P 6 I Jd4 Rb7HH IF N P E66ba B T F A V B B A V U B T B A TUB T D V 4T K B A T BV B O K UU K O A V U X6O V A T V T T V UW O K 2 g 2 W B B 3klm nC op STMNO I89 H WY 0 q H 5 MNE JR LPR4 B T F Y B T O T T X X T V A B UB A T V T X VV A B B X B B B T X A T O B V O T4A B A B g 3 GMb696G EFJ E 9 B T a A W B B V O 0 B UV B K UT O WT O UB A T V UV X B H Q TQWB A g 35 rs D g 4 H 5 1 1 5 g 5 8 MNEB P6Fb O K 4RMN O F B T X A T A X A T XV A B B X T B T UB A T V 6 K 1 1 5 g 5 W B B 3 t eu a Z g H v 1 D DD ENOEFu H Y 2 1 g1 IF 6Ma O 6M4 O T 7R6MI B T F X V B XV B V B WK UB V UB A T V O K H 6A T 6O V A T V B4W O W 2 1 g1 W B B 3I J L x DD MEFu 5 I 9 yz H 5 76MH Z O F X V T A V B O B T 0 A BV B T B B O T 3 3 3 3 3 33333333333333333 9 P V M V T WB T6O V A T V R Y B V T K 5 W B B 3L6764F7 8EF MMQJ 9B T B A T X B A T DWB T B D T W OW O W0 T WV O WU TUWB T K U O O B T V O B B T AY V T V A B H M T I 9B T B A T X UB T Y B O B T B B Y B ONE a 646 6 F T B V T aB B T O I 6UU A T X X V O B T B T K XUB T H IV A T XT WB 46 g W B B 1 3e I STMN O1 9 G 1 J6MNdB V 9 O XA V U B B B A TUB T DB B B O BV B A O T 9 B O W B B6A B T V 4A B A B W B B 3jkl nC d H Wi 1ML V 7RS DB Q V B V KV B B V A W T O KX V 54 0 0 A JB T D H 6A T A O A 4 A 1 884 EF MdH E6RQ F MJ F B T X A T XU D B V K B D 6 5 V UB H V X O K 5 g 22 3 v e BCX M i H H G 5 D eM0 4 g4 H 5W G 5 5g P MN4W C 4P6G7 O JR9 B T 9B T B V B X T B B B Y B B Y B 0 B V 0 X V V B UB A T V A UK H H V XLWB OR Y B V T K 6O V A T V B E X B4A B A B 5 5g W B B 1 3 M M3K D9 v H G Ma O T 86MH DB Q MNH W O B T bB B V A W A UKWK UB V UB A T V V B X B A T A B X A T B V B X O WT V A B H a B V 6O V A T V 4A B A B IB A W O K i 5 g 2 g 22 PR6MNE WB O LP6MNP bR6M W B T 9B T B A T X A DWB TB V O T WK UB V UB A T V T UU V TY B A T V A W B UT O V T W T V O B B V OIB A W O K 2 g 22 W B B 3 9r 7GEGY D zON I4 H BCMNOfg H 1 STMNO afg H 4 J EFa B T 4UB A T V X X B V B A B K V V B X A T X VA T V O V B B O X B A T B T V B B H B A T V A 6O V A T V B 2 gMNS O B T a T V O A X A T XA T V P O O O B R6c WK UB V UB A T V V B T B B O H IV A T XT WB 46 1 1 g W B B MNH W O PR6MNP WB O B T F B T X A T XUB T A T T X B B WK UB V UB A T V T H H V X4 T W W 6O V A T V R Y B V T K 1 0 NP6M76 M 4b Ma 0 6LF L6 B T 6V B Y B D UU A T XV B T B B O UV O T V T B O KX V B A T UB T B B O B B T H Y V 4A B A B Q T bB B V A W 5 5 g 3aF bF da 6M4E 7bH QbF H6 B T bB T B T V O XDWB T T V B A X A T XE T Ia O B V KX V T B UB A X A B B O B B T D T B VDWB T H 6 Y A B bB T B4B O g 2 3 3 3 3 3 33333333333333333 37R6ME 6GL LP6MNP B T P T T T BA V U B B UB T T V T B T 0 V A B T B T BV B T B B O QV B A T XDWB T T V UBV T A A V V B A BD T W T T V B g 1 37R6ME LP6MNH 4PF7 B T 9 O B UU O XU D B V K B D D T B VDWB TD T W W O W0 V B T T B T B O B H bB a UU O Y B 0 O V B B V UB OW O W U T V B T T B T B T TU V A B A B B VD T B V O O OA T H bB T B Y B XA T T X B A T B Y B V T A T B UB A T V A B XIa C U V OT WBU T B T XW O W0 V B T T B T B O B V KX VT WB B T B A T X K B B B T W K V B H bB T 0 T B DWB T B B B T B A T K T 0 UB A T V V B T V B 5 2 g 5 3WQR M BC zMO ifg 9 EF 0 a6P Z 9K A T V O X VDWB T B B B T 0 V A B T 0 T B V B K 9 M O M OR Y B V T K XF X V O K W B B 3eGH v c F TEFu H G g 3 ZW 0 X STU Bq Z BC Mfg H 5 5 11g 1 5 52g 2 W B B 3 bF PE 4 dbL74I dQ cG44 Ea6MN X A T XT V B B UB A B T O B T V B B KX OR6c0 B E 96b T T UB A T V B T D V Q T MB Thh H F 4Qb46 XT WBQW T O V B T V K bB F X V 6 B V O O V T W T B B OR6c0 B WK UB V UB A T V B Y B H F T B V T H V X6UU B V T W G B V Y T NB X V P ME P MN9B O X B T QV A T X K O B A T T WB V W H Q TQV T B A T 2 g W B B 2 3 Qh jk MNO I H FTMO g 9 3 SRS O 6UU A T X X V V B T WB V T B B T B V K T O B 9 P O W LWB OR Y B V T K W B B 5bd 8blPEF MNQ 4I F M bR IWB V O V UW A B B B Y B H QV B A 6O V A T V B 11g5 333333333333 STMNO fg89 i 5 5 3E MIP HP G bd 9 PM PJ 9 O T X V V B T WB V O V UWKX V T W XDWB T H QV B A 6O V A T V B 5 2 g 5 3 EF Mm bGR44 6R9 GRb 6RI B T IWB V V UWK X V B A B A B B A H B A T V A 6O V A T V B 1 1g 55 34 PaF IL6 dF JMF d4 4 PE6MNH B T R B XW O W V B T O T T WB V 0 5 2 02 X B T T O V B B T H bd Ea6MM0 EG PM bIL C U V OT WB B T Y T K XT WB V Q T O K 2 BCMO g H 0 V K B T B A T XDWB T B B B T WB V X V V B T B B B T B A T B T W B A O K 9 P O W LWB O R Y B V T K 5 W B B 2 3R ST9L3K5 fg4 9 G 1 b M7 bB B V A W T WBV B T B B O T V O B T W X X X B V B T T V B B B B A B A B XA V U 9 B O R Y B V T K X W B B6A B T OT WBB X X B A T X X X B V B TDWB TV T B B K UT B V B B T H bB V K B T B A T X8 V O O H B A T V A 6O V A T V B 5 MNJ 4P MJ P E B T F UV Y B V B T B B O B T B A T XDWB TU D B V K B D O 0 O V B B Y B O B T T A B H QV B A 6O V A T V B 5 2g 5 22 3Qb6 P6d6ba Qb64697N IPF bRQ6IPFa B T R B XO V B WK UB V UB A T V V B B X W UUB V PB B H B A T V A 6O V A T V B 51 21g 12 21 3 X QE4 X Mv 0 fg H 0 2 1g H F MNS PR6MNJB O H R K O B T bB T B B O B Y B XA T T Y B V T A T B U V T B T Z V B V B O V B Y B K H IV A T XT WB 46 2 1g W B B 1 3 v u sW M h E O T A 5 Q NOfg H 25g1 9F EF SF 6IF 7 T T UB T O V T W V B T B B O X4 T W W 6O V A T V R Y B V T K 25g1 W B B 1 3 7 MC v fgBC M P H FToh g eF 6GP O LPGR7 6F7 B T IWBUV V KV B B V A W X B T B A T ODWB TU D B V K B D O 0 X B D T T BV B XQ TQV T B A T g W B B 1 3I BCMNO L I MO 4 9 3 7R6ME F B T X A T X X B V B T T XDWB T B B B A T D T W T 0 V A B T 0 A BV B NV O B T B Y B V T K B WK UB V UB A T V NV O O K H IV A T XT WB W B B4 A B T KX V6O V A T V a A W B V K 2 1 g W B B 1 3w w E v BC M S I H 5 1 1 g 3 3 3 3 3 33333333333333333 EF R4W O I6MS EF R WB O K B T bB A O T XX V O WTDWB TO V B WK UB V UB A T V T UV A B O O V T W6 K 1 1 MN P P Mbd W O B UB A T V A W V A T B V T A XV A BA UK X B T B D T W V D U T W UUB V B X X B V H V U4A B A B 5 F T B V T X B V B A B O B B V O QV O V B UV UB A T XWK UB V UB A T V V B O KX V A V U B B UB T H M T bB B T B A T V A B A T V A O B B V 5 1g 3w e Tf gh D M I H DG 1 1 g1MNe O B bB B V A W A T T B B B T B A T B T V R Y B V T K W B B 5 3w 7 si STMO H 2 2 g 2 EF RE LP6G W O JRP V B T 6UU A T V B B V A W X T WB O K A V U B B X6O V A T V aB A W T bB B V A W 2 2 g 2 W B B 2 3 f b D D Mw H b G 5 5 5 g 55 W B B 3Q e B STMNO g 54 i H G 1 g 5 333333333333 STMNO fg89 i 5 LP6MNS B C B J6MN IF 6M7 O K O B T bB B V A WUV O V B X V B A T O B A W O KX VA V U B B B A TUB T H H V X6O V A T V 4A B A B IB A W O K 1 g W B B 3H GM 4 9 H GM 4 H E J4 9 O X A T B V U T XT O T V B H B A T V A 6O V A T V B 5M7 W H F 6MNH PR6MNJB O B T A K D T WY 0 B UUV A WX VB T DV T XD T B VDWB T H 4UB A T V A UK 4UB A T V 6 K 1 1 2 g W B B 1 3I Q BC M M M H 5 2g T Y 9 X 5 PR6MN7 C O 4T K V UB B B K B B T T B A W Z B 9 W O W P 6O V A T V R Y B V T K 5 W B B 3 MI J6MN4W Z B T QV B A T XD T B V B B V UBK B B WK UB V UB A T V T T U 0 X O T O B H IV A T XT WB W B B4 A B T KX V6O V A T V a A W B V K 5 5 1 1 STMO a T V ODWB T B XV T T V UBV T D T B V DWB T OW O W0 V B T R6c0 B V B 0 O V B B 0 B O B V K H bB T B4B O 1 2 3 Kg w M 0a iY rC7 ph H MN4 U O IWB T B V O O V T W B X V T U O B O O V T W B TT V X V X B T B VX V X B T V 4 T WR Y B V T K 1 g W B B 3 V Q Qc D M TZ56 T 8 H G 1 MP d6MNS W LP6MNaB B T bB T W U B T DB B U T U V B V V K BA Y V O A X A T V H P B 6O V A T V 4A B A B 1 2 2 2 1g 25 W B B 3 EF MOZ I 4 H G 5 g 3e0 e e Z1 w 4 H kS 0 1 5 g 52 2 3 3 3 3 3 33333333333333333 J6MN7 O J6MNLW O M B V T KV B A T X T 0 UB A T V V V B UV A T H GUT A QV B A O B B V O 1 5 g 52 W B B 3 2 j q05J f gh MNOmX H T 2 O 4P MH O F B V B T D V B UB TA T V UUV A W H W B BH V X B A T V 9B Y A B 2 MNJB W LP6MNJB X B O P MQB O B T E D0 V B T V A BUB T T V a A W B V K 1 55g 2 W B B 3 EF MO I 9 X 7RI O bB B V A W V B A O T XT K U A B X B B B X V R Y B V T K W B B 5 39 w r n Tf gh DMO I H n G 1 4N GM Q6bdP B T 8 V T XV W B T B A T ObN B V 0 X V V B O B X V Y B W A B H bB 6 B T B O WTX V R6c0 B T UB A T V O B V K H B A T V A 6O V A T V B 2 5 1 1g W B B 3Q 5 MO g 54 9 3 LP6MN W 9B T B A T B A W O K XL 05 5 2 0 0 5 B B O UB A T V A UK UB A T V O B 9 P O W LWB OR Y B V T K W B B 1 333333333333 STMNO fg89 i 5

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