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1 LEGO Copyright c 2006 by Yoneda norimasa

2 c 2006 Yoneda norimasa All rights reserved

3 , LEGO,., Matlab Simlink,,., LEGO., 2, 2.,, LEGOMINDSTORMS, LOBOLAB.,,., Matlab,.,,,,,.,,,,, 2.,.

4

5 i LEGO LEGO LEGO Matlab

6 ii RCX Simulink R=1, Q*1 input R=1, Q*1 input R=1, Q*0.1 input R=1, Q*0.1 state R=1, Q*0.01 input R=1, Q*0.01 state R=1, Q*10 input R=1, Q*10 state R=1, Q*100 input R=1, Q*100 state R=0.1, Q*1 input... 22

7 R=0.1, Q*1 state R=0.01, Q*1 input R=0.01, Q*1 state R=10, Q*1 input R=10, Q*1 state R=100, Q*1 input R=100, Q*1 state... 23

8 ,,.,,.,. 1.2, (),,.,,,. LEGO, Matlab. 1.3, 2 LEGO MINDSTORMS ROBOLAB,. 3,, Matlab.,,,.

9 1.3. 3,,,.

10 4 2 LEGO 2 LEGO 2.1 LEGO LEGO MINDSTROMS USB, LOBOLAB LEGO MINDSTROMS, RCX(),,, LEGO. LOBOLAB, LEGOMINDSTROMS,., 2, [1, 2]. 2.2 LEGO 2.1: 2.1,, ,. 2.2, 2.2: (). 16., 360/16=22.5, 3[ms].

11 ,, 2.3:. ON/OFF. 2.4, : 2.5, 2.5:, ROBOLAB RCX, PC 2.6: RCX, LEGO, LEGOMINDSTORMS. CPU H8/3292 8bit CPU( 16bit) 16MHz ROM 16kbyteRAM 32kbyte ROM RCX RAM CPU 10bit A/D A/D 2.3,.,. 2, 0

12 6 2 LEGO.,,., [kg] 0.1 [kg] 1.2 [m] 2.8: 2.7:,,, 2.7., 2.8. ROBOLAB :

13 (1).. (2).. (3)... (4). (5) A. A. 1() 5()., 5(). (6). (7) (). (8).. (9).. (10) 1. (11) 5. 1, 5.

14 8 2 LEGO , 20.,, 50cm.,,,,. 2.4.,,,., [kg] 0.1 [kg] 1.2 [m] 2.11: 2.10: 2.10,,,,.,

15 : (12). 0.. (13) 10.. (14). (15)., 1,. (16). (17),, , 16.. (18). (19).

16 10 2 LEGO , 7.,,, LEGO,.,,,.

17 11 3 Matlab :,, [3, 4], 3.1., Matlab,,,. : M [kg] : m [kg] : l [m] : f(t) [N] : θ(t) [rad] : x(t) [m] : b [Ns/m], A, b, c. (M + m)ẍ + ml cos(θ) θ = bẍ + ml sin(θ) θ 2 + f (J + ml 2 ) θ + ml cos(θ)ẋ = mg sin θ (3.1)

18 12 3 MATLAB. θ =0 cos θ 1 sinθ θ θ2 0 (3.1) (M + m)ẍ + mlθ θ = bẍ + f (J + ml 2 ) θ + mlθẋ = mg sin θ (3.2), :x =[x, θ, ẋ, θ] T, :u = f, :y = x (3.2), x x d θ θ dt = m 2 sl 2 (J + ml 2 )b ẋ J(M + m)+mml 2 J(M + m)+mml 2 ẋ θ mgl(m + m) mlb 0 0 θ J(M + m)+mml 2 J(M + m)+mml 2 y = 0 0 J + ml 2 J(M + m)+mml 2 ml J(M + m)+mml 2 f (3.3) [ ] x (3.4), M =0.85 [ rmkg],m=0.1 [kg],l= 1.2 [kg],b=0.144 [Ns/m] (3.3), (3.4) dx dt = x+ u (3.5) y = [ ] x (3.6), ẋ = Ax + bu y = cx (3.7), A, b, c (3.5), (3.6),

19 A = b = (3.8) (3.9) c = [ ] (3.10). 3.2 x =0,,. ẋ = Ax,,. lim x(t) =0 t,, lim x(t) = x lim x(t) =0 x,.,, A. A λ =0, , , ,

20 14 3 MATLAB 3.3 LEGO, c = [ ] (3.11),,,, c = [ ] (3.12) , X 2, x 0,x 1, t =0x 0, t 1 > 0 x 1 u(τ), 0 <t 1,., n Co = [ ] b Ab... A n 1 b (3.13), [ ] rank b Ab... A n 1 b = n (3.14). Matlab ctrb Co, rank Co. Co=ctrb(A,B) rankco=rank(co),

21 Co = rankco =4, , t 1 > 0, [0,t 1 ] y, t =0 x 0,., n Ob = c ca. ca n 1 (3.15), rank c ca. ca n 1 = n (3.16). Matlab obsv Ob. Ob=obsv(A,C) rankob=rank(ob),

22 16 3 MATLAB Ob = rankob =4, u b x 1 s x c y A K 3.2: 3.2, x y, ẋ = Ax(t)+Bu(t), x(0) = x 0 y = cx (3.17), u, u = Kx (3.18),. K. 2 J = 0 (x T Qx + u T Ru)dt (3.19) K. Q R, 2, K. Q 0, R 0

23 , (P ) P 0=A T P + PA PBR 1 B T P + Q (3.20) K = R 1 B T P (3.21). Matolab lqr K Q =, R = , R=1; Q=[ ; ; ; ] [P, e, K] =lqr(a, B, Q, R) eig(a-b*k);,, 3.2, ẋ = Ax + bkx =(A + bk)x (3.22), A + bk.,, ans = i i

24 18 3 MATLAB,.,., P P = (3.23) 3.5,A,b,c,P, Matlab Simulink., 3.2, Simulink 3.3.,K,b,c,A Matlab., VRSink x, θ., x =[x, θ, ẋ, θ], x θ, VRSink.,, input, state, output., output y, state x, input u., VRSink. 3.3: Simulink, x 0,

25 x 1 θ 0 x 0 = = ẋ 0 θ 0 (3.24)., y = [ ] (3.25), x x = y. x : R=1, Q*1 input 3.5: R=1, Q*1 input, K,. K = R 1 B T P (3.26), B, R P, K.,

26 20 3 MATLAB state state input input Q R*0.1 2 Q R* Q R*10 1/2 Q R*100 1/4 Q*0.1 R 2 Q*0.01 R 4 Q*10 R 1/2 Q*100 R 1/4 state, state, input, input, R=1, Q*1.,., R,Q, R,Q. 3.6: R=1, Q*0.1 input 3.7: R=1, Q*0.1 state

27 : R=1, Q*0.01 input 3.9: R=1, Q*0.01 state 3.10: R=1, Q*10 input 3.11: R=1, Q*10 state 3.12: R=1, Q*100 input 3.13: R=1, Q*100 state

28 22 3 MATLAB 3.14: R=0.1, Q*1 input 3.15: R=0.1, Q*1 state 3.16: R=0.01, Q*1 input 3.17: R=0.01, Q*1 state 3.18: R=10, Q*1 input 3.19: R=10, Q*1 state

29 : R=100, Q*1 input 3.21: R=100, Q*1 state

30 , LEGOMINDSTORMS ROBOLAB,,.,.,, MATRAB,,,.,,,.

31 25 [1] LEGO Dacta ROBOLAB. [2]. [3],,, [4],,, 1987.

<4D F736F F D B B83578B6594BB2D834A836F815B82D082C88C60202E646F63>

<4D F736F F D B B83578B6594BB2D834A836F815B82D082C88C60202E646F63> MATLAB/Simulink による現代制御入門 サンプルページ この本の定価 判型などは, 以下の URL からご覧いただけます. http://www.morikita.co.jp/books/mid/9241 このサンプルページの内容は, 初版 1 刷発行当時のものです. i MATLAB/Simulink MATLAB/Simulink 1. 1 2. 3. MATLAB/Simulink

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4 4 4 a b c d a b A c d A a da ad bce O E O n A n O ad bc a d n A n O 5 {a n } S n a k n a n + k S n a a n+ S n n S n n log x x {xy } x, y x + y 7 fx 4 4 5 4 I II III A B C, 5 7 I II A B,, 8, 9 I II A B O A,, Bb, b, Cc, c, c b c b b c c c OA BC P BC OP BC P AP BC n f n x xn e x! e n! n f n x f n x f n x f k x k 4 e > f n x dx k k! fx sin x cos x tan

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