Nghiên cứu nâng cao chất lượng quá trình tự dẫn tên lửa trên cơ sở sử dụng kết hợp logic mờ và giải thuật di truyền

B GIO DC V O TO B QUC PHềNG HC VIN K THUT QUN S NGUYN MINH HNG NGHIấN CU NNG CAO CHT LNG QU TRèNH T DN TấN LA TRấN C S S DNG KT HP LOGIC M V GII THUT DI TRUYN LUN N TIN S K THUT H NI NM 2016 B GIO DC V O TO B QUC PHềNG HC VIN K THUT QUN S NGUYN MINH HNG NGHIấN CU NNG CAO CHT LNG QU TRèNH T DN TấN LA TRấN C S S DNG KT HP LOGIC M V GII THUT DI TRUYN Chuyờn ngnh: K thut iu khin v T ng húa Mó s: 62 52 02 16 LUN N TIN S K THUT NGI HNG DN KHOA HC: PGS.TS PHM TRUNG DNG TS ON TH TUN H NI NM 2016 i LI CAM OAN Tụi cam oan õy l cụng trỡnh nghiờn cu ca riờng tụi Cỏc s liu, kt qu nờu lun ỏn l trung thc v cha tng c cụng b bt k mt cụng trỡnh no khỏc Tỏc gi Nguyn Minh Hng Nguyn Minh Hng ii LI CM N Trc ht, tụi xin by t lũng bit n chõn thnh n thy giỏo hng dn khoa hc, PGS.TS Phm Trung Dng v TS on Th Tun, ó nh hng, kim tra kt qu nghiờn cu, giỳp v khuyn khớch tụi hon thnh lun ỏn Tụi cng xin cm n cỏc nh khoa hc v th cỏn b giỏo viờn B mụn Tờn la / Khoa K thut iu khin ó quan tõm úng gúp ý kin giỳp tụi hon thin ni dung nghiờn cu Tụi chõn thnh cm n cỏc ng nghip Khoa K thut iu khin / Hc vin K thut quõn s ó chia s cụng vic giỳp tụi cú thi gian trung thc hin lun ỏn Cui cựng, tụi xin cm n gia ỡnh, bn bố v cỏc ng nghip ó luụn ng viờn khuyn khớch giỳp tụi cú thờm ngh lc hon thnh ni dung lun ỏn iii MC LC LI CAM OAN i LI CM N ii MC LC iii DANH MC CC CH CI VIT TT V Kí HIU vi DANH MC CC HèNH V, TH ix DANH MC CC BNG xiii M U Chng 1: TNG QUAN V CC LUT DN TấN LA T DN 1.1 Tng quan tỡnh hỡnh nghiờn cu ca nc ngoi 1.1.1 Cỏc lut dn kinh in 1.1.1.1 Dn ba im 1.1.1.2 Dn ui 10 1.1.1.3 Dn tip cn t l 12 1.1.1.4 Mt s hn ch ca lut dn kinh in 13 1.1.2 Cỏc lut dn s dng lý thuyt iu khin hin i 13 1.1.2.1 Dn ti u 14 1.1.2.2 Dn d bỏo 15 1.1.2.3 Dn trũ chi vi phõn 15 1.1.2.4 Mt s hn ch ca cỏc lut dn ó c phỏt trin trờn c s lý thuyt iu khin hin i 16 1.1.3 Cỏc lut dn s dng cỏc cụng c ca iu khin thụng minh 17 1.1.3.1 Cỏc lut dn s dng mng neural 19 1.1.3.2 Cỏc lut dn s dng logic m 20 1.1.3.3 Mt s hn ch ca cỏc lut dn ó c phỏt trin trờn c s s dng cỏc cụng c ca iu khin thụng minh 21 1.2 Tng quan tỡnh hỡnh nghiờn cu nc 22 1.3 t nghiờn cu 23 1.4 Kt lun chng 24 iv Chng 2: NH GI CHT LNG CA LUT DN TIP CN T L V LUT DN TIP CN T L M 26 2.1 Quan h ng hỡnh hc tờn la mc tiờu mt phng ng 27 2.2 ỏnh giỏ cht lng ca lut dn tip cn t l v lut dn tip cn t l m mc tiờu c ng 33 2.2.1 ỏnh giỏ tỏc ng s c ng ca mc tiờu lờn lut dn tip cn t l da vo biu thc gii tớch 33 2.2.2 Xõy dng lut dn tip cn t l m 37 2.2.3 Kt qu kho sỏt ỏnh giỏ tỏc ng ca mc tiờu c ng lờn lut dn tip cn t l v lut dn tip cn t l m bng phng phỏp s 42 2.3 ỏnh giỏ nh hng ca nhiu n cht lng ca lut dn tip cn t l v lut dn tip cn t l m 47 2.3.1 ỏnh giỏ nh hng ca nhiu n cht lng ca lut dn tip cn t l bng phng phỏp gii tớch 48 2.3.2 ỏnh giỏ nh hng ca nhiu n cht lng ca h thng dn s dng lut dn tip cn t l v lut dn tip cn t l m bng phng phỏp s 58 2.3.2.1 Mụ hỡnh nhiu tn mỏt tõm phn x 58 2.3.2.2 Mụ hỡnh nhiu pha-inh 60 2.3.2.3 Kt qu kho sỏt 60 2.4 Kt lun chng 64 Chng 3: TI U HO LUT DN TIP CN T L M DA TRấN GII THUT DI TRUYN 65 3.1 Gii thut di truyn 65 3.1.1 Khỏi nim 65 3.1.2 Cu trỳc gii thut di truyn 66 3.2 Ti u lut dn tip cn t l m bi gii thut di truyn 72 3.2.1 Ti u hm liờn thuc ca lut dn tip cn t l m bi gii thut di truyn 73 3.2.1.1 Cu trỳc lut dn vi phõn t l m ti u hm liờn thuc 73 3.2.1.2 Gii thut di truyn ti u hm liờn thuc 78 v 3.2.2 Ti u h quy tc m ca lut dn tip cn t l m bi gii thut di truyn 79 3.2.2.1 Cu trỳc lut dn vi phõn t l m ti u h quy tc m 80 3.2.2.2 Gii thut di truyn ti u h quy tc m 84 3.2.3 Ti u hm liờn thuc v h quy tc m ca lut dn tip cn t l m bi gii thut di truyn 84 3.2.3.1 Cu trỳc lut dn tip cn t l m ti u 85 3.2.3.2 Gii thut di truyn ti u hm liờn thuc v h quy tc m 85 3.3 Kt lun chng 86 Chng 4: NH GI HIU QU LUT DN TIP CN T L M TI U 88 4.1 Phng phỏp v iu kin kho sỏt 88 4.2 Lut dn tip cn t l m ti u hm liờn thuc 89 4.2.1 Kt qu thc hin gii thut di truyn 89 4.2.2 Kt qu kho sỏt lut dn 93 4.2.3 Nhn xột 99 4.3 Lut dn tip cn t l m ti u h quy tc m 100 4.3.1 Kt qu thc hin gii thut di truyn 100 4.3.2 Kt qu kho sỏt lut dn 102 4.3.3 Nhn xột 108 4.4 Lut dn tip cn t l m ti u hm liờn thuc v h quy tc m 108 4.4.1 Kt qu thc hin gii thut di truyn 108 4.4.2 Kt qu kho sỏt 113 4.4.3 Nhn xột 119 4.5 Kt lun chng 119 KT LUN CHUNG 120 DANH MC CC CễNG TRèNH CễNG B 123 TI LIU THAM KHO 124 vi DANH MC CC CH CI VIT TT V Kí HIU Bng ch cỏi vit tt TLPK Tờn la phũng khụng TLKQ Tờn la khụng quõn PK-KQ Phũng khụng Khụng quõn UAV Thit b bay khụng ngi lỏi APN Tip cn t l tng cng PID Vi tớch phõn t l PN Tip cn t l PF T l m PDF Vi phõn t l m PIF Tớch phõn t l m BN m ln MN m va SN m nh Z Khụng SP Dng nh MP Dng va BP Dng ln GA Gii thut di truyn VK Vũng iu khin HH ng hỡnh hc vii Bng ký hiu Ký hiu n v / / / / / / / / / / / í ngha H ta gn vi mt t (nm mt phng phng v) H ta quy tc m Vn tc tờn la Vn tc mc tiờu Vn tc tip cn tờn la mc tiờu Lnh gia tc phỏp tuyn tờn la Thnh phn vuụng gúc vi ng ngm tờn la mc tiờu ca lnh gia tc phỏp tuyn tờn la Thnh phn song song vi ng ngm tờn la mc tiờu ca lnh gia tc phỏp tuyn tờn la Giỏ tr cc i ca Gia tc phỏp tuyn mc tiờu Quỏ ti mc tiờu Gia tc phỏp tuyn tờn la Khong cỏch gia tờn la v mc tiờu Ta tờn la trờn trc X Ta tờn la trờn trc Y Ta mc tiờu trờn trc X Ta mc tiờu trờn trc Y Gúc ng ngm tờn la mc tiờu Tc gúc ng ngm tờn la mc tiờu Gia tc gúc ng ngm tờn la mc tiờu Gúc ng bay ca mc tiờu Gúc ún Sai s gúc ún Ta tờn la trờn trc Y trng hp tuyn tớnh Ta mc tiờu trờn trc Y trng hp tuyn tớnh Khong cỏch tng i tờn la mc tiờu trờn trc Y trng hp tuyn tớnh H s dn Toỏn t Laplace Hng s thi gian ca khõu quỏn tớnh mụ t ng hc ca tờn la viii Thi im gp Thi im bt u c ng Thi im ht c ng Giỏ tr ca gia tc trng trng 9.81 / Nhiu tn mỏt tõm phn x Nhiu pha-inh Hm mt ph cụng sut ca nhiu tn mỏt tõm phn x Hm mt ph cụng sut ca nhiu pha-inh trt ti thi im gp lch quõn phng trt gõy bi nhiu tn mỏt tõm phn x lch quõn phng trt gõy bi nhiu phainh Giỏ tr cn quõn phng ca trt nhiu tn mỏt tõm phn x tỏc ng vo h thng Giỏ tr cn quõn phng ca trt nhiu phainh tỏc ng vo h thng Kớch thc qun th Xỏc sut lai ghộp Xỏc sut t bin Tham s xỏc nh mc ph thuc vo s ln lp phộp t bin khụng ng nht Cỏc chui nhim sc th b m Chui nhim sc th Xỏc sut chn lc Qun th cỏ th ban u Qun th cỏ th mi Cỏ th th k ca qun th ban u Cỏc th th k ca qun th mi Giỏ tr chn di ca nhim sc th Giỏ tr chn trờn ca nhim sc th Nhim sc th sau b t bin Hm thớch nghi B s xỏc nh hỡnh dng ca hm liờn thuc Cỏc ng li ca h ta quy tc m Cỏc im to ca h ta quy tc m / / , , , ,, ,, ,, , , , 117 Lut dn cú tỏc ng ca nhiu tn mỏt tõm phn x Ch tiờu ỏnh giỏ hiu qu lut dn v nhiu pha-inh PN PDF PDFGA trt trung bỡnh (m) 0.516 0.104 0.026 lch quõn phng trt (m) 0.0774 0.0248 0.0185 Lnh gia tc phỏp tuyn cc i trung bỡnh (g) 25.836 4.923 2.587 2.289 0.319 0.220 lch quõn phng lnh gia tc phỏp tuyn cc i (g) Bng 4.15 Kt qu kho sỏt ti thi im gp mc tiờu c ng 7g d) Trng hp mc tiờu c ng -7g QMT QTL(PN) QTL(PDF) QTL(PDFGA) Hỡnh 4.47 Qu o tờn la mc tiờu 118 PN PDFGA PDF Hỡnh 4.48 Gia tc phỏp tuyn tờn la Lut dn cú tỏc ng ca Ch tiờu ỏnh giỏ hiu qu lut dn nhiu tn mỏt tõm phn x v nhiu pha-inh PN PDF PDFGA trt trung bỡnh (m) 4.993 0.794 0.128 lch quõn phng trt (m) 0.2699 0.0255 0.0201 Lnh gia tc phỏp tuyn cc i trung bỡnh (g) 50.174 11.420 4.747 2.206 0.701 0.468 lch quõn phng lnh gia tc phỏp tuyn cc i (g) Bng 4.16 Kt qu kho sỏt ti thi im gp mc tiờu c ng -7g 119 4.4.3 Nhn xột So sỏnh hỡnh 4.31 vi hỡnh 4.1 v hỡnh 4.19, hỡnh 4.36 vi hỡnh 4.6 v hỡnh 4.21 ta thy giỏ tr hm thớch nghi cc i qua cỏc th h ti u ng thi hm liờn thuc v h lut m ln hn so vi trng hp ti u tng thnh phn iu ny chng t cht lng ca lut dn tip cn t l m cú hm liờn thuc v h quy tc m ti u tt hn (s dng hm thớch nghi lm tiờu ỏnh giỏ) lut dn tip cn t l m ch cú mt thnh phn ti u (hoc hm liờn thuc hoc h quy tc m) Nhng ti u ng thi hm liờn thuc v h quy tc m thỡ chiu di nhim sc th tng lờn, ú s tng thi gian thc hin gii thut di truyn 4.5 Kt lun chng Trờn c s cỏc lut dn tip cn t l m ti u ó xut chng Trong chng 4, lun ỏn thc hin kho sỏt v so sỏnh cỏc lut dn mc tiờu c ng v cú s tỏc ng ca hai loi nhiu: nhiu tn mỏt tõm phn x v nhiu pha-inh Thụng qua vic kho sỏt phng phỏp dn tip cn t l, tip cn t l m v tip cn t l m ti u cú th rỳt kt lun sau - Lut dn tip cn t l m ti u hm liờn thuc cú cht lng ci thin hn so vi phng phỏp tip cn t l c v trt cng nh lnh gia tc phỏp tuyn, c bit trng hp mc tiờu c ng cao - Lut dn tip cn t l m ti u h quy tc m cng cú cht lng ci thin hn so vi phng phỏp tip cn t l Tuy nhiờn khụng gian tỡm kim khụng liờn tc nờn ũi hi phi tng s th h (s ln lp) ca gii thut di truyn - Trong ba lut dn tip cn t l m ti u ó kho sỏt, lut dn tip cn t l m ti u c hm liờn thuc v h quy tc m cho cht lng tt nht Nhng s lng nhim sc th mó húa cỏc tham s cn ti u tng lờn dn n tng thi gian thc hin ca gii thut di truyn 120 KT LUN CHUNG Nghiờn cu ci tin v phỏt trin cỏc lut dn l lnh vc c quan tõm t rt sm Ngy nay, vi nhng yờu cu mi ca chin tranh hin i thỡ lnh vc dn cng cú vai trũ quan trng Nh s phỏt trin khụng ngng ca khoa hc k thut m cỏc lut dn mi ngy cng cú kh nng c hin thc húa thc t Trong lnh vc dn, ng dng logic m, mng neural hay gii thut di truyn ci thin, nõng cao cht lng dn ang l mt hng nghiờn cu mi Lun ỏn ó nghiờn cu v kt hp logic m vi gii thut di truyn nõng cao cht lng dn tờn la iu kin mc tiờu c ng mnh vi s tỏc ng ca hai loi nhiu chớnh nh hng n cỏc giỏ tr o ca u t dn vụ tuyn: nhiu tn mỏt tõm phn x v nhiu pha-inh Lun ỏn ó tng hp thnh cụng ba lut dn tip cn t l m ti u trờn c s lut dn tip cn t l, logic m v gii thut di truyn Kt qu thc hin c túm lc nh sau: Cỏc ó thc hin lun ỏn 1) Lun ỏn ó phõn tớch, ỏnh giỏ u im v nhc im ca cỏc cụng trỡnh nghiờn cu nc v nc ngoi cú liờn quan n ti nghiờn cu T ú xỏc nh phng hng, phng phỏp v cụng c gii quyt nhng bi toỏn c bn t nhim v nghiờn cu 2) Nghiờn cu, ỏnh giỏ nh hng s c ng ca mc tiờu, s tỏc ng ca tng loi nhiu (nhiu tn mỏt tõm phn x v nhiu pha-inh) n cht lng ca lut dn T kt qu kho sỏt cho thy vic ng dng logic m thit k lut dn tip cn t l m hon ton cú th nõng cao c cht lng dn so vi s dng lut dn tip cn t l thụng thng Tuy nhiờn, nhc im ca phng phỏp thit k thụng thng ny l thi gian thit k lõu, ph thuc hon ton vo kinh nghim ca ngi thit k v ta khụng th khng nh c lut dn tip cn t l m sau thit k cũn cú th tt hn c na khụng? Do ú, lun ỏn xut phng phỏp kt hp logic m vi gii thut di truyn 121 tng hp lut dn tip cn t l m ti u nhm khc phc nhng nhc im tng hp lut dn tip cn t l m bng phng phỏp thụng thng 3) Lun ỏn ó nghiờn cu c ch hot ng ca gii thut di truyn la chn tham s ca gii thut di truyn, kt hp vi cỏc phng phỏp biu din hm liờn thuc (bng cụng thc bin i (3.13)) v h quy tc m (thụng qua h ta quy tc m) cho hiu qu thc hin gii thut t tt nht T ú lun ỏn xut ba lut dn tip cn t l m ti u: tip cn t l m ti u hm liờn thuc; tip cn t l m ti u h quy tc m; tip cn t l m ti u ng thi hm liờn thuc v h quy tc m 4) ó thc hin kho sỏt v chng minh c ba lut dn tip cn t l m ti u ó xut u cho cht lng dn tt hn lut dn tip cn t l m v lut dn tip cn t l Cỏc kho sỏt thc hin mc tiờu c ng cỏc mc khỏc v cú tỏc ng ca nhiu Trong hu ht cỏc nghiờn cu, kho sỏt cỏc lut dn, cỏc tỏc gi thng b qua s nh hng ca nhiu hoc n gin húa mụ hỡnh nhiu thun li quỏ trỡnh phõn tớch, xõy dng lut dn Trong lun ỏn ó kho sỏt cht lng ca cỏc lut dn cú tớnh ti s tỏc ng ca hai loi nhiu vi mụ hỡnh c th, m bo gn sỏt vi thc t Hai loi nhiu c s dng cỏc kho sỏt l nhiu tn mỏt tõm phn x v nhiu pha-inh bi vỡ õy l hai loi nhiu nh hng trc tip n cỏc h thng u t dn vụ tuyn úng gúp mi v khoa hc ca lun ỏn Di õy l nhng úng gúp mi v khoa hc ca lun ỏn, ú l: 1) Lun ỏn ó kho sỏt cht lng ca cỏc lut dn cú tớnh ti s tỏc ng ca hai loi nhiu nh hng trc tip n cỏc h thng u t dn vụ tuyn vi mụ hỡnh c th, m bo sỏt vi thc t 122 2) Trờn c s xõy dng v mụ phng cỏc lut dn PF, PDF v PIF, lun ỏn ó ch rng ng dng logic m cú th ci thin cht lng phng phỏp dn tip cn t l, ú PDF cho kt qu tt nht lut dn m núi trờn 3) ng dng gii thut di truyn vi cỏc phng phỏp chn lc, lai ghộp v t bin phự hp xut cỏc thut toỏn ti u húa tham s lut dn tip cn t l xõy dng trờn c s logic m Mt s kin ngh v nhng tn ti v hng phỏt trin ca lun ỏn 1) Khi thc hin cỏc kho sỏt, lun ỏn ch xột ti nh hng ca hai loi nhiu chớnh tỏc ng trc tip n chớnh xỏc ca cỏc phộp o l nhiu tn mỏt tõm phn x v nhiu pha-inh Tuy nhiờn thc t, cú rt nhiu yu t nh hng n cht lng vũng iu khin nh: nhiu un thõn tờn la, sai s gõy bi np che u t dn, cho kt qu nghiờn cu hon chnh hn, iu kin cho phộp, ta cú th kho sỏt lut dn tớnh ti nh hng ca cỏc yu t ú Tuy nhiờn, iu ny khụng lm nh hng n kt qu chớnh ca lun ỏn 2) Lun ỏn s dng gii thut di truyn ti u hm liờn thuc v h quy tc m ca lut dn tip cn t l m ti u Tuy nhiờn, vic la chn, iu chnh cỏc tham s ca lut dn tip cn t l m cú th c thc hin bi mng neural õy cng l ni dung cn c gii quyt tip theo Tuy nhiờn, iu ny khụng lm nh hng n kt qu chớnh ca lun ỏn 3) Lun ỏn l ti liu tham kho tt cho cỏn b nghiờn cu khoa hc, cỏn b thit k cỏc c s nghiờn cu v phũng thit k tờn la Lun ỏn cú th s dng vo mc ớch ging dy, o to i hc v sau i hc theo chuyờn ngnh thit k h thng iu khin thit b bay mt s hc vin, nh trng quõn i 123 DANH MC CC CễNG TRèNH CễNG B Nguyn Minh Hng, Bựi Ngc M, Nghiờn cu cht lng h thng iu thit b bay bng phng phỏp phõn tớch hip phng sai, Nghiờn cu KH&CN Quõn s, s 35/ 02-2015 Nguyn Minh Hng, Bựi Ngc M, Trn quý, ng dng lý thuyt iu khin ti u vo tng hp lut dn Tờn la, Nghiờn cu KH&CN Quõn s, s 35/ 022015 Phm Trung Dng, Nguyn Minh Hng, Trn Quý, Xõy dng lut dn bỏm ui cho Tờn la trờn c s logic m, Hi ngh ton quc ln th hai v iu khin v t ng hoỏ VCCA, 2013 Phm Trung Dng, Nguyn Minh Hng, Nguyn Trng Sn, Gii phỏp gim tr mng kt ni cỏc h System-on-Chips da trờn k thut hng i u o, Hi ngh ton quc ln th hai v iu khin v t ng hoỏ VCCA, 2013 Nguyn Minh Hng, Lờ K Biờn, Trn Quý, Xõy dng lut dn m ti u trờn c s lut dn tip cn t l v thut toỏn di truyn, Nghiờn cu KH&CN Quõn s, c san T 10/2015 Phm Trung Dng, Nguyn Minh Hng, Trn quý, Xõy dng lut dn tờn la trờn c s lut dn tip cn t l, logic m v gii thut di truyn, Tp khoa hc v k thut s 175/ 4-2016, Hc vin K thut Quõn s 124 TI LIU THAM KHO Ting Vit: [1] Lờ Anh Dng, Nguyn Hu , Hunh Lng Ngha, Lý thuyt bay v h thng iu khin tờn la phũng khụng, Hc vin K thut quõn s, 1998 [2] V Võn H, ng dng logic m h iu khin bin tn ng c khụng ng b, Lun ỏn Phú Tin s Khoa hc k thut, i hc Bỏch khoa H Ni, 1995 [3] Hunh Thỏi Hong, H thng iu khin thụng minh, nxb HQGTPHCM, 2014 [4] Cung Phi Hựng, T ng hoỏ h tr chn oỏn bnh da trờn logic m, logic ngụn ng, Lun ỏn Tin s k thut, Vin nghiờn cu in t, Tin hc, T ng húa, 2007 [5] Doón Vn Minh, V Ha Tin, Bựi Ngc M, Kho sỏt s nh hng ca cỏc gia tc: mc tiờu, dc trc tờn la v trng trng n hiu qu phng phỏp dn tip cn t l, Nghiờn cu khoa hc v cụng ngh Quõn s, s 31 (06/2014) [6] Doón Vn Minh, Hon thin phng phỏp dn tip cn t l theo hng bự cỏc sai s ng, Lun ỏn Tin s k thut, Hc vin KTQS, 2014 [7] Bựi Ngc M, Doón Vn Minh, Phng Hu Long, ng dng lý thuyt iu khin ti u xõy dng bi toỏn dn tip cn t l, Nghiờn cu khoa hc v cụng ngh Quõn s, s 26 (08/2013) [8] T Duy Phng, Mt s bi toỏn ui bt trũ chi tuyn tớnh cú chõm, Lun ỏn Phú Tin s Toỏn Lý, Vin Khoa hc Vit Nam, 1990 [9] Nguyn ỡnh Thỳc, Trớ tu nhõn to: Lp trỡnh tin húa Cu trỳc d liu +Gii thut di truyn = Chng trỡnh tin húa, nxb Giỏo dc, 2008 125 [10] Cao Hu Tỡnh, Tng hp h thng t ng n nh trờn khoang tờn la s dng kt hp phng phỏp iu khin khớ ng v ng c phn lc xung mụ men, Lun ỏn Tin s K thut, Hc vin KTQS, 2015 [11] on Th Tun, Nguyn Thanh Tựng, Doón Vn Minh, Xõy dng thut toỏn dn tip cn t l trờn c s bi toỏn iu khin ti u, Khoa hc v K thut, s 142 (7/2011), Hc vin KTQS Ting Anh: [12] A Green, J Shinar and M Guelman, Game Optimal Guidance Law Synthesis for Short-Range Missiles, Journal of Guidance, Control, and Dynamics, Vol 15, No 1, 1992 [13] A OZGUR VURAL , Fuzzy Logic Guidance System Design for Guided Missiles, Master of Science, The Middle East Technical University, 2003 [14] Bryson Jr., A E., "Aplications of Optimal Control Theory in Aerospace Engineering", Minta Martin Lecture, M.I.T., 1966; J Spacecraft, Vol 4, No 5, 1967, pp 545-553 [15] Bryson Jr., A E, Linear feedback solutions for minimum effort interception, rendezvous, and soft landing, AIAA Journal, Vol 3, No (1965), pp 1542-1544 [16] Bryson, A E., and Ho, Y C.,Applied Optimal Control, Blaisdell, Waltham, MA - 1969 [17] C C Lee, Fuzzy logic in control systems: fuzzy logic controller Parts I and II, IEEE Transactions on System Man Cybernetics, vol 20, no 2, pp 404 435, 1990 [18] C M Lin and Y J Mon, Fuzzy-logic-based guidance law design for missile systems, In Proc of IEEE Conference on Control Applications, pp 421 426, Aug., 1999 126 [19] C.L Lin, H.Z Hung, Y.Y Chen and B.S Chen, Development of an integrated fuzzy-logic-based missile guidance law against high speed target, IEEE Transactions on Fuzzy Systems, vol 12, no 2, pp 157-169, 2004 [20] Chun Liang LIN, Huai Wen SU, Intelligent Control Thoery in Guidance and Control System Design: an Overview, Institute of Automatic Control Engineering, Feng China University Taichung, Taiwan, R.O.C, 1999 [21] D.E Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning, Addison Wesley, 1989 [22] Debasish Ghose, Guidance of Missiles, Guidance, Control, and Decision Systems Laboratory Department of Aerospace Engineering Indian Institute of Science Bangalore, India, 2012 [23] Domenic Bucco, Aerospace Applications of Adjoint Theory, Australian Government Department of Defence Defence Science and Technology Organisation, 2010 [24] Dongchen Han and S.N.Balakrishnan, Midcourse guidance law with neural networks, AIAA Guidance, Navigation, and Control Conference and Exhibit 14-17 August 2000 Denver, CO [25] Dowdle, J.R., Athans, M and Gully, S Willasky, An Optimal Control and Estimation Algorithm for Missile Endgame Guidance, In Proceedings of the IEEE Conference on Decision and Control, 1982 [26] F Herrera, M Lozano, J.L Verdegay, Tuning fuzzy logic controllers by genetic algorithms, Int J Approx Reason 1995 pp 299315 [27] G.M Anderson, Optimal Control and Differential Games Interception Missile Guidance Law, Journal of Guidance, Control, and Dynamics, Vol 4, No 2, 1981 127 [28] Gano B Chatterji and Meir Pachter, Modified Velocity Pursuit Guidance Law with Crosswind Correction for Missiles Against Surface Targets, Navigation and Control Conference, 1991 [29] Geng, Z J and McCullough, C L., Missile Control Using Fuzzy Cerebellar Model Arithmetic Computer Neural Networks, Journal of Guidance, Control and Dynamics, Vol 20, No 3, May-June 1997 [30] George M Siouris, Missile Guidance & Control Systems, 2003 [31] H.B Gurocak, A genetic-algorithm-based method for tuning fuzzy logic controllers, Fuzzy Sets and Systems 1999 pp 39 47 [32] Ha, I and S Chong, Design of a CLOS guidance law via feedback linerization, IEEE Trans Aero Electr Syst., pp 51-63, 1992 [33] Hadi Nobahari, Aria Alasty and Seid H Pourtakdoust, Design of a Supervisory Controller for CLOS Guidance with Lead Angle, AIAA Guidance, Navigation, and Control Conference and Exhibit 15 - 18 August 2005, San Francisco, California [34] Haupt, R.L, Optimum population size and mutation rate for a simple real genetic algorithm that optimizes array factors, Antennas and Propagation Society International Symposium, 2000 IEEE, Vol [35] Ho, Y.C., Bryson, A and Baron, S., Differential games and optimal pursuit-evasion strategies, Automatic Control, IEEE Transactions on, Volume 10, Issue 4, 1965 [36] Hyo-Sang Shin, Hangju Cho, Antonios Tsourdos, Time-to-go estimation using guidance command history, Preprints of the 18th IFAC World Congress Milano (Italy) August 28 - September 2, 2011 [37] I Forte and J Shinar, Can a Mixed Guidance Strategy Improve Missile Performance?, Journal of Guidance, Control, and Dynamics, Vol 11, No 1, 1988 128 [38] J.Z Ben-Asher and I Yaesh, Optimal Guidance with Reduced Sensitivity to Time-to-Go Estimation Errors, Journal of Guidance, Control, and Dynamics, Vol 20, No.1, January-February 1997. [39] Jinwhan Kim, Monish Tandale, P K Menon and Ernest Ohlmeyer, Particle Filter for Ballistic Target Tracking with Glint Noise, Journal of Guidance, Control, and Dynamics, Vol 33, No 6, November - December 2010 [40] K Mishra, I G Sarma and K N Swamy, Performance evaluation of two fuzzy logic based homing guidance schemes, AIAA Journal of Guidance Control Dynamic, vol 17, no 6, pp 1389 1391, 1994 [41] Kim, Y and Seo, J.H., The Realisation of the Three Dimensional Guidance Law using Augmented Proportional Navigation, In Proceedings of 35th IEEE Conference on Decision and Control [42] Kishi, F H and T S Bettwy, Optimal and Sub-optimal Designs of Proportional Navigation Systems, in Lavi, A and T P Vogl (eds.), Recent Advances in Optimization Techniques, John Wiley, 1965, pp 519-540 [43] L.X Wang, J Mendel, Generating fuzzy rules by learning from examples, IEEE Trans Systems, Man Cybernet 1992 pp 14141427 [44] Lin, C F., Modern Navigation, Guidance, and Control Processing, Prentice Hall Series in Advanced Navigation, Guidance, and Control, and Their Applications, Prentice-Hall Inc A Simon & Schuster Company Englewood Cliffs, New Jersey, 1991 [45] Lin, C L and Chen, Y Y., Design of Fuzzy Logic Guidance Law Against High Speed Target, Journal of Guidance, Control and Dynamics, Vol 23, No.1, January-February 2000 [46] Mathuranathan Viswanathan, Simulation of Digital Communication Systems using Matlab, Mathuranathan Viswanathan at Smashwords, 2013 129 [47] Min-Jea Tahk, Han-Lim Choi, Hun-Gu Lee, Yonmook Park, A threedimensional diffrential game missile guidance law using neural networks, AIAA Guidance, Navigation, and Control Conference and Exhibit, 2001 [48] N Shantha Kumar, Sudesh Kumar Kash, Target Tracking in NonGaussian Environment, National Conference on Range Technology, 2006 [49] N.A Shneydor, Missile Guidance and Pursuit: Kinematics, Dynamics and Control, Horwood Series in Engineering Science, 1998 [50] Neil F Palumbo, Ross A Blauwkamp, and Justin M Lloyd, Basic Principles of Homing Guidance, Johns Hopkins APL Technical Digest, Volume 29, Number (2010) [51] Neil F Palumbo, Ross A Blauwkamp, and Justin M Lloyd, Modern Homing Missile Guidance Theory and Techniques, Johns Hopkins APL Technical Digest, Volume 29, Number (2010) [52] Newell, H E., Guided Missile Kinematics, Naval Research Laboratory, Report No R-2538, May 1945 [53] Nilesh Kulkarni, Minh Phan, A Neural Network Based Design of Optimal Controllers for Nonlinear Systems, AIAA Guidance, Navigation, and Control Conference and Exhibit, 2002 [54] ONUR OZGUR, The Effects of Random Seeker Noise and Target Maneuver on Guidance Performance, Master of Science, Middle East Technical University, 2014 [55] ệzgỹr, Onur, The Effects of Random Seeker Noise and Target Maneuver on Guidance Performance, The Degree of Master of Science in Mechanical Engineering, Middle East Technical University, 2014 [56] P Thrift, Fuzzy logic synthesis with genetic algorithms, Proc Fourth Int Conf on Genetic Algorithms, 1991, pp 509513 130 [57] Paul B Jackson, Overview of Missile Flight Control Systems, Johns Hopkins APL Technical Digest, Volume 29, Number (2010) [58] Rafael Yanushevsky, Modern Missile Guidance, CRC Press, 1th, 2007 [59] Rahbar, N and Menhaj, M B., Fuzzy Logic Based Closed Loop Optimal Law for Homing Missiles Guidance, Journal of Guidance, Control and Dynamics, Vol 20, No 3, May-June 2000 [60] Robert H Chen and Jason L Speyery, Game Theoretic Homing Missile Guidance with Autopilot Lag, AIAA Guidance, Navigation and Control Conference and Exhibit 20 - 23 August 2007, Hilton Head, South Carolina [61] S Gutman, Optimal Guidance of Homing Missiles, Journal of Guidance, Control, and Dynamics, Vol 2, No 4, 1979 [62] S.Vathsal and A.K.Sarkar, Current Trends in Tactical Missile Guidance, Defence Science Journal, Vol.55, No.2, July 2005, pp 265 280 [63] Seungho Yoon and Youdan Kim, Pursuit Guidance Law and Adaptive Backstepping Controller Design for Vision-Based Net-Recovery UAV, AIAA Guidance, Navigation and Control Conference and Exhibit 18 - 21 August 2008, Honolulu, Hawaii [64] T.C Chin, X.M Qi, Genetic algorithms for learning the rule base of fuzzy logic controller, Fuzzy Sets and Systems 1998 [65] Takeshi Yamasaki, Keisuke Enomoto, Hiroyuki Takano, Yoriaki Baba, Advanced Pure Pursuit Guidance via Sliding Mode Approach for Chase UAV, AIAA Guidance, Navigation, and Control Conference 10 - 13 August 2009, Chicago, Illinois [66] Tal Shima, Deviated Velocity Pursuit, AIAA Guidance, Navigation and Control Conference and Exhibit 20 - 23 August 2007, Hilton Head, South Carolina 131 [67] Talole, S.E and Banavar., R.N., Proportional Navigation Through Predictive Control, Journal of Guidance, Control, and Dynamics, Vol 21, No 6, 1998 [68] Talole, S.E and Phadke, S.B., Nonlinear State Estimation in Homing Guidance, American Institute of Aeronautics and Astronautics (AIAA) Paper No AIAA-2002-4772-CP, 2002 [69] Trung-Dung Pham, Qui Tran, and Duc-Vuong Vu, Fuzzy guidance law for surface-to-air missile in the command control systems, International Conference on Control, Automation and Information Sciences, 2012 [70] Uhrmeister, B., Kalman Filter for a Missile with Radar and/or Imaging Sensor, Journal Guidance Control Dynamics, Vol 17, No 6, 1994 [71] Weng-Rong Wu, Target Tracking with Glint Noise, IEEE Transactions on Aerospace and Electronic Systems , Vol 29, No.1, January 1993 [72] Wen-Rong Wu, Maximum Likelihood Identification of Glint Noise, IEEE Transactions on Aerospace and Electronic Systems, Vol.32, No 1, January 1996 [73] Young Jun Park, Hyung Suck Cho, and Dong Hyuk Cha, Genetic AlgorithmBased Optimization of Fuzzy Logic Controller Using Characteristic Parameters, Evolutionary Computation, 1995., IEEE International Conference on [74] Yu-Chiun Chioua, Lawrence W Lan, Genetic fuzzy logic controller: an iterative evolution algorithm with new encoding method, Fuzzy Sets and Systems 152, pp 617635, 2005 [75] Yuri Ulybyshev, Terminal Guidance Law Based on Proportional Navigation, JOURNAL OF GUIDANCE, CONTROL, AND DYNAMICS Vol 28, No 4, JulyAugust 2005 [76] Zarchan, P., Tactical and Strategic Missile Guidance, Progress in Astronautics and Aeronautics Vol 176, AIAA Tactical Missile Series, 1994.