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Elphel
x3domlet
Commits
18ac863e
Commit
18ac863e
authored
Nov 24, 2018
by
Oleg Dzhimiev
Browse files
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Plain Diff
testing new formula with Hadamard product
parent
7454bb71
Changes
1
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1 changed file
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134 additions
and
272 deletions
+134
-272
x3dom_deltas.js
js/x3dom_deltas.js
+134
-272
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js/x3dom_deltas.js
View file @
18ac863e
...
@@ -28,18 +28,29 @@ function x3dom_delta_markers(){
...
@@ -28,18 +28,29 @@ function x3dom_delta_markers(){
var
Error_vector
=
get_E
(
marker_i
,
parameters
);
var
Error_vector
=
get_E
(
marker_i
,
parameters
);
/*
var h = 12;
var t = 30;
var r = 71;
// RtR' testing
var m1 = Rz(h);
var m2 = Ry(t);
var m3 = Rx(r);
var MX1 = m1.mult(m2).mult(m3);
var dm3 = dRx(r);
var MX2 = m1.mult(m2).mult(dm3);
var RES = MX1.transpose().mult(MX2);
console.log("ROTATION DERIVATIVE: "+RES.toString());
*/
var
dx
=
1
;
var
dx
=
1
;
var
nd
=
nd_E_heading
(
marker_i
,
parameters
,
0.00001
);
var
nd
=
nd_E_heading
(
marker_i
,
parameters
,
100
*
Number
.
EPSILON
);
console
.
log
(
"Numerical dE/dh (vector) = "
+
nd
.
toString
());
console
.
log
(
"Numerical dE/dh (vector) = "
+
nd
.
toString
());
var
ad
=
ad_E_heading
(
marker_i
,
parameters
);
var
ad
=
ad_E_heading
(
marker_i
,
parameters
);
console
.
log
(
"Analytical dE/dh (vector) = "
+
ad
.
toString
());
console
.
log
(
"Analytical dE/dh (vector) = "
+
ad
.
toString
());
var
ad2
=
ad2_E_heading
(
marker_i
,
parameters
);
console
.
log
(
"Analytical2 dE/dh (vector) = "
+
ad2
.
toString
());
var
C
=
get_C
(
marker_i
,
parameters
);
var
C
=
get_C
(
marker_i
,
parameters
);
var
Ci
=
C
.
inverse
();
var
Ci
=
C
.
inverse
();
...
@@ -81,27 +92,6 @@ function get_E(mark,pars){
...
@@ -81,27 +92,6 @@ function get_E(mark,pars){
// ad_ == analytical derivative
// ad_ == analytical derivative
function
ad_E_heading
(
mark
,
pars
){
function
ad_E_heading
(
mark
,
pars
){
var
A
=
get_A
(
mark
,
pars
);
var
dA
=
dA_heading
(
mark
,
pars
);
var
v
=
get_v
(
mark
,
pars
);
var
dv
=
dv_heading
(
mark
,
pars
);
console
.
log
(
"AD1:"
);
console
.
log
(
"dA1: "
+
dA
.
toString
());
console
.
log
(
"dv1: "
+
dv
.
toString
());
var
part1
=
A
.
multMatrixVec
(
dv
);
var
part2
=
dA
.
multMatrixVec
(
v
);
var
result
=
part1
.
add
(
part2
);
return
result
;
}
// ad_ == analytical derivative
function
ad2_E_heading
(
mark
,
pars
){
var
A
=
get_A
(
mark
,
pars
);
var
A
=
get_A
(
mark
,
pars
);
var
dA
=
get_dA
(
mark
,
pars
,
dHTR_dheading
);
var
dA
=
get_dA
(
mark
,
pars
,
dHTR_dheading
);
var
v
=
get_v
(
mark
,
pars
);
var
v
=
get_v
(
mark
,
pars
);
...
@@ -146,173 +136,6 @@ function nd_E_heading(mark,pars,dx=0.001){
...
@@ -146,173 +136,6 @@ function nd_E_heading(mark,pars,dx=0.001){
}
}
function
dC_heading
(
mark
,
pars
){
var
M1
=
dC1_heading
(
mark
,
pars
);
var
M2
=
dC2_heading
(
mark
,
pars
);
var
dC
=
M1
.
add
(
M2
);
return
dC
;
}
function
dC1_heading
(
mark
,
pars
){
var
RE1
=
get_RE1
(
mark
,
pars
);
var
dRE1
=
dRE1_heading
(
mark
,
pars
);
var
JE1
=
get_JE1
(
mark
,
pars
);
var
JE1xJE1t
=
JE1
.
mult
(
JE1
.
transpose
());
var
P1
=
dRE1
.
mult
(
JE1xJE1t
).
mult
(
RE1
);
var
P2
=
RE1
.
mult
(
JE1xJE1t
).
mult
(
dRE1
);
var
RES
=
P1
.
add
(
P2
);
return
RES
;
}
function
dC2_heading
(
mark
,
pars
){
var
M
=
x3dom
.
fields
.
SFMatrix4f
.
zeroMatrix
();
return
M
;
}
/*
function get_dC1(mark,pars){
var RE1 = get_RE1(mark,pars);
var dRE1 = get_dRE1(mark,pars);
var JE1 = get_JE1(mark,pars);
var JE1xJE1t = JE1.mult(JE1.transpose());
var P1 = dRE1.mult(JE1xJE1t).mult(RE1);
var P2 = RE1.mult(JE1xJE1t).mult(dRE1);
var RES = P1.add(P2);
return RES;
}
function get_dC2(mark,pars){
var M = x3dom.fields.SFMatrix4f.zeroMatrix();
return M;
}
*/
function
dRE1_heading
(
mark
,
pars
){
// a'
var
e1_model
=
new
x3dom
.
fields
.
SFVec3f
(
mark
.
model
.
x
,
mark
.
model
.
y
,
mark
.
model
.
z
);
var
e1_world
=
get_e1_w
(
mark
,
pars
);
var
a
=
e1_world
;
var
heading
=
pars
.
heading
*
RPD
;
var
tilt
=
(
pars
.
tilt
-
90
)
*
RPD
;
var
roll
=
pars
.
roll
*
RPD
;
var
T
=
x3dom_toYawPitchRoll
();
var
M
=
x3dom
.
fields
.
SFMatrix4f
.
zeroMatrix
();
M
.
add
(
dHTR
(
heading
,
tilt
,
roll
));
//M.add(HdTR(heading,tilt,roll));
//M.add(HTdR(heading,tilt,roll));
var
d_e1_world
=
M
.
mult
(
T
).
multMatrixVec
(
e1_model
).
multiply
(
RPD
);
var
da
=
d_e1_world
;
var
dR1
=
new
x3dom
.
fields
.
SFMatrix4f
(
-
da
.
z
,
-
da
.
x
*
a
.
z
-
a
.
x
*
da
.
z
,
da
.
x
,
0
,
0
,
2
*
a
.
x
*
da
.
x
+
2
*
a
.
z
*
da
.
z
,
da
.
y
,
0
,
da
.
x
,
-
da
.
y
*
a
.
z
-
a
.
y
*
da
.
z
,
da
.
z
,
0
,
0
,
0
,
0
,
1
);
return
dR1
;
}
function
dA_heading
(
mark
,
pars
){
var
C
=
get_C
(
mark
,
pars
);
var
dC
=
dC_heading
(
mark
,
pars
);
console
.
log
(
"dC(dA_heading): "
+
dC
.
toString
());
Cn
=
matrix_x3dom_to_numeric
(
C
);
Bn
=
numeric
.
eig
(
Cn
);
var
a
=
Bn
.
lambda
.
x
[
0
];
var
b
=
Bn
.
lambda
.
x
[
1
];
var
c
=
Bn
.
lambda
.
x
[
2
];
var
sa
=
Math
.
sqrt
(
a
);
var
sb
=
Math
.
sqrt
(
b
);
var
sc
=
Math
.
sqrt
(
c
);
var
vec0
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
0
][
0
],
Bn
.
E
.
x
[
0
][
1
],
Bn
.
E
.
x
[
0
][
2
]);
var
vec1
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
1
][
0
],
Bn
.
E
.
x
[
1
][
1
],
Bn
.
E
.
x
[
1
][
2
]);
var
vec2
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
2
][
0
],
Bn
.
E
.
x
[
2
][
1
],
Bn
.
E
.
x
[
2
][
2
]);
var
R
=
new
x3dom
.
fields
.
SFMatrix4f
(
vec0
.
x
,
vec1
.
x
,
vec2
.
x
,
0
,
vec0
.
y
,
vec1
.
y
,
vec2
.
y
,
0
,
vec0
.
z
,
vec1
.
z
,
vec2
.
z
,
0
,
0
,
0
,
0
,
1
);
var
J
=
new
x3dom
.
fields
.
SFMatrix4f
(
sa
,
0
,
0
,
0
,
0
,
sb
,
0
,
0
,
0
,
0
,
sc
,
0
,
0
,
0
,
0
,
1
);
var
Ji
=
J
.
inverse
();
var
da
=
vec0
.
dot
(
dC
.
multMatrixVec
(
vec0
));
var
db
=
vec1
.
dot
(
dC
.
multMatrixVec
(
vec1
));
var
dc
=
vec2
.
dot
(
dC
.
multMatrixVec
(
vec2
));
var
dJi
=
new
x3dom
.
fields
.
SFMatrix4f
(
0.5
/
sa
*
da
,
0
,
0
,
0
,
0
,
0.5
/
sb
*
db
,
0
,
0
,
0
,
0
,
0.5
/
sc
*
dc
,
0
,
0
,
0
,
0
,
1
);
var
dvec0
=
get_dvec
(
C
,
dC
,
a
,
da
,
vec0
);
var
dvec1
=
get_dvec
(
C
,
dC
,
b
,
db
,
vec1
);
var
dvec2
=
get_dvec
(
C
,
dC
,
c
,
dc
,
vec2
);
var
dR
=
new
x3dom
.
fields
.
SFMatrix4f
(
dvec0
.
x
,
dvec1
.
x
,
dvec2
.
x
,
0
,
dvec0
.
y
,
dvec1
.
y
,
dvec2
.
y
,
0
,
dvec0
.
z
,
dvec1
.
z
,
dvec2
.
z
,
0
,
0
,
0
,
0
,
1
);
// Q = JiR
// dQ = dJi x R + Ji x dR
// dQ = dJi x R + Ji x dR
var
dA
=
dJi
.
mult
(
R
).
add
(
Ji
.
mult
(
dR
));
// ok
return
dA
;
}
// J1
// J1
function
get_JE1
(
mark
,
pars
){
function
get_JE1
(
mark
,
pars
){
...
@@ -498,6 +321,7 @@ function get_A(mark,pars){
...
@@ -498,6 +321,7 @@ function get_A(mark,pars){
var
T2
=
R
.
transpose
().
mult
(
J
).
mult
(
J
).
mult
(
R
);
var
T2
=
R
.
transpose
().
mult
(
J
).
mult
(
J
).
mult
(
R
);
//var T1 = R.mult(J).mult(J).mult(J).mult(J).mult(R.inverse());
//var T1 = R.mult(J).mult(J).mult(J).mult(J).mult(R.inverse());
//console.log("C: "+C.toString());
//console.log("T1: "+T1.toString());
//console.log("T1: "+T1.toString());
//console.log("T2: "+T2.toString());
//console.log("T2: "+T2.toString());
...
@@ -507,12 +331,15 @@ function get_A(mark,pars){
...
@@ -507,12 +331,15 @@ function get_A(mark,pars){
//E = Av
//E = Av
// callback is the needed derivative function
// callback is the needed derivative function
// This is for derivatives for eigenvalues and eigenvectors:
// https://people.maths.ox.ac.uk/gilesm/files/NA-08-01.pdf
function
get_dA
(
mark
,
pars
,
callback
){
function
get_dA
(
mark
,
pars
,
callback
){
var
C
=
get_C
(
mark
,
pars
);
var
C
=
get_C
(
mark
,
pars
);
var
dC
=
get_dC
(
mark
,
pars
,
callback
);
var
dC
=
get_dC
(
mark
,
pars
,
callback
);
console
.
log
(
"dC(get_dA): "
+
dC
.
toString
());
//
console.log("dC(get_dA): "+dC.toString());
Cn
=
matrix_x3dom_to_numeric
(
C
);
Cn
=
matrix_x3dom_to_numeric
(
C
);
Bn
=
numeric
.
eig
(
Cn
);
Bn
=
numeric
.
eig
(
Cn
);
...
@@ -525,6 +352,10 @@ function get_dA(mark,pars,callback){
...
@@ -525,6 +352,10 @@ function get_dA(mark,pars,callback){
var
sb
=
Math
.
sqrt
(
b
);
var
sb
=
Math
.
sqrt
(
b
);
var
sc
=
Math
.
sqrt
(
c
);
var
sc
=
Math
.
sqrt
(
c
);
var
sa3
=
Math
.
pow
(
sa
,
3
);
var
sb3
=
Math
.
pow
(
sb
,
3
);
var
sc3
=
Math
.
pow
(
sc
,
3
);
var
vec0
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
0
][
0
],
Bn
.
E
.
x
[
0
][
1
],
Bn
.
E
.
x
[
0
][
2
]);
var
vec0
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
0
][
0
],
Bn
.
E
.
x
[
0
][
1
],
Bn
.
E
.
x
[
0
][
2
]);
var
vec1
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
1
][
0
],
Bn
.
E
.
x
[
1
][
1
],
Bn
.
E
.
x
[
1
][
2
]);
var
vec1
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
1
][
0
],
Bn
.
E
.
x
[
1
][
1
],
Bn
.
E
.
x
[
1
][
2
]);
var
vec2
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
2
][
0
],
Bn
.
E
.
x
[
2
][
1
],
Bn
.
E
.
x
[
2
][
2
]);
var
vec2
=
new
x3dom
.
fields
.
SFVec3f
(
Bn
.
E
.
x
[
2
][
0
],
Bn
.
E
.
x
[
2
][
1
],
Bn
.
E
.
x
[
2
][
2
]);
...
@@ -536,42 +367,88 @@ function get_dA(mark,pars,callback){
...
@@ -536,42 +367,88 @@ function get_dA(mark,pars,callback){
0
,
0
,
0
,
1
0
,
0
,
0
,
1
);
);
var
J
=
new
x3dom
.
fields
.
SFMatrix4f
(
var
U
=
R
.
transpose
();
sa
,
0
,
0
,
0
,
0
,
sb
,
0
,
0
,
// testing - C is symmetric
0
,
0
,
sc
,
0
,
//console.log("BIG TEST0: "+C.toString());
//console.log("BIG TEST1: "+R.mult(R.transpose()).toString());
//console.log("BIG TEST2: "+R.transpose().mult(R).toString());
var
L
=
new
x3dom
.
fields
.
SFMatrix4f
(
a
,
0
,
0
,
0
,
0
,
b
,
0
,
0
,
0
,
0
,
c
,
0
,
0
,
0
,
0
,
1
0
,
0
,
0
,
1
);
);
var
Ji
=
J
.
inverse
();
// test - Λ is diagonal
// console.log("Λ = "+R.mult(C).mult(R.transpose()).toString());
//var RtdCR = R.transpose().mult(dC).mult(R);
var
UtdCU
=
U
.
transpose
().
mult
(
dC
).
mult
(
U
);
//console.log("RdCRt = "+RtdCR.toString());
// and we take only diag elements because we know
var
dL
=
new
x3dom
.
fields
.
SFMatrix4f
(
UtdCU
.
_00
,
0
,
0
,
0
,
0
,
UtdCU
.
_11
,
0
,
0
,
0
,
0
,
UtdCU
.
_22
,
0
,
0
,
0
,
0
,
1
);
/*
var da = vec0.dot(dC.multMatrixVec(vec0));
var da = vec0.dot(dC.multMatrixVec(vec0));
var db = vec1.dot(dC.multMatrixVec(vec1));
var db = vec1.dot(dC.multMatrixVec(vec1));
var dc = vec2.dot(dC.multMatrixVec(vec2));
var dc = vec2.dot(dC.multMatrixVec(vec2));
*/
var
dJi
=
new
x3dom
.
fields
.
SFMatrix4f
(
var
da
=
dL
.
_00
;
0.5
/
sa
*
da
,
0
,
0
,
0
,
var
db
=
dL
.
_11
;
0
,
0.5
/
sb
*
db
,
0
,
0
,
var
dc
=
dL
.
_22
;
0
,
0
,
0.5
/
sc
*
dc
,
0
,
//console.log("dL = "+dL.toString());
var
Ji
=
new
x3dom
.
fields
.
SFMatrix4f
(
1
/
sa
,
0
,
0
,
0
,
0
,
1
/
sb
,
0
,
0
,
0
,
0
,
1
/
sc
,
0
,
0
,
0
,
0
,
1
0
,
0
,
0
,
1
);
);
var
dvec0
=
get_dvec
(
C
,
dC
,
a
,
da
,
vec0
);
var
dJi
=
new
x3dom
.
fields
.
SFMatrix4f
(
var
dvec1
=
get_dvec
(
C
,
dC
,
b
,
db
,
vec1
);
-
0.5
/
sa3
*
da
,
0
,
0
,
0
,
var
dvec2
=
get_dvec
(
C
,
dC
,
c
,
dc
,
vec2
);
0
,
-
0.5
/
sb3
*
db
,
0
,
0
,
0
,
0
,
-
0.5
/
sc3
*
dc
,
0
,
0
,
0
,
0
,
1
);
var
dR
=
new
x3dom
.
fields
.
SFMatrix4f
(
// RtdCR
dvec0
.
x
,
dvec1
.
x
,
dvec2
.
x
,
0
,
var
F
=
new
x3dom
.
fields
.
SFMatrix4f
(
dvec0
.
y
,
dvec1
.
y
,
dvec2
.
y
,
0
,
0
,
1
/
(
b
-
a
),
1
/
(
c
-
a
),
0
,
dvec0
.
z
,
dvec1
.
z
,
dvec2
.
z
,
0
,
1
/
(
a
-
b
),
0
,
1
/
(
c
-
b
),
0
,
1
/
(
a
-
c
),
1
/
(
b
-
c
),
0
,
0
,
0
,
0
,
0
,
1
0
,
0
,
0
,
1
);
);
// Q = JiR
var
FhUtdCU
=
Hadamard_product
(
F
,
UtdCU
);
//
dQ = dJi x R + Ji x dR
//
console.log("FhRtdCR: "+FhRtdCR.toString());
// dQ = dJi x R + Ji x dR
var
dU
=
U
.
mult
(
FhUtdCU
);
//console.log("dU "+dU.toString());
var
dR
=
dU
.
transpose
();
//var dR = dQ;
//console.log("Ji: "+Ji.toString());
//console.log("dJi: "+dJi.toString());
//console.log("R: "+R.toString());
//console.log("dR: "+dR.toString());
// Q = JiR
// dQ = dJi x R + Ji x dR
var
dA
=
dJi
.
mult
(
R
).
add
(
Ji
.
mult
(
dR
));
var
dA
=
dJi
.
mult
(
R
).
add
(
Ji
.
mult
(
dR
));
// ok
// ok
...
@@ -579,12 +456,49 @@ function get_dA(mark,pars,callback){
...
@@ -579,12 +456,49 @@ function get_dA(mark,pars,callback){
}
}
function
Hadamard_product
(
A
,
B
){
return
new
x3dom
.
fields
.
SFMatrix4f
(
A
.
_00
*
B
.
_00
,
A
.
_01
*
B
.
_01
,
A
.
_02
*
B
.
_02
,
0
,
A
.
_10
*
B
.
_10
,
A
.
_11
*
B
.
_11
,
A
.
_12
*
B
.
_12
,
0
,
A
.
_20
*
B
.
_20
,
A
.
_21
*
B
.
_21
,
A
.
_22
*
B
.
_22
,
0
,
0
,
0
,
0
,
1
);
}
// don't need
function
get_dvec
(
A
,
dA
,
lambda
,
dlambda
,
vec
){
function
get_dvec
(
A
,
dA
,
lambda
,
dlambda
,
vec
){
//console.log("TESTING DVEC");
var
I
=
x3dom
.
fields
.
SFMatrix4f
.
identity
();
var
I
=
x3dom
.
fields
.
SFMatrix4f
.
identity
();
var
M1
=
A
.
add
(
I
.
multiply
(
lambda
).
negate
()).
inverse
();
var
M2
=
I
.
multiply
(
dlambda
).
add
(
dA
.
negate
());
//var M1 = A.add(I.multiply(lambda).negate()).inverse();
var
dvec
=
M1
.
mult
(
M2
).
multMatrixVec
(
vec
);
var
M1
=
A
.
add
(
I
.
multiply
(
lambda
).
negate
());
console
.
log
(
"A-aI: "
+
M1
.
toString
());
console
.
log
(
"det(A-aI): "
+
M1
.
det
());
//var M1i = M1.inverse();
//console.log("(A-aI)^-1: "+M1i.toString());
//console.log(M1.det());
//console.log("M1i x M1: "+M1i.mult(M1).toString());
//var M2 = I.multiply(dlambda).add(dA.negate());
//console.log("M2: "+M2.toString());
//var W = M1i.mult(M2);
//var dvec = W.multMatrixVec(vec);
//var dvec2 = vec.dot()
dvec
=
vec
;
return
dvec
;
return
dvec
;
}
}
...
@@ -658,58 +572,6 @@ function dv_lat(mark,pars){
...
@@ -658,58 +572,6 @@ function dv_lat(mark,pars){
}
}
function
dv_heading
(
mark
,
pars
){
// dv = de1 - de2, where de2==0
var
heading
=
pars
.
heading
*
RPD
;
var
tilt
=
(
pars
.
tilt
-
90
)
*
RPD
;
var
roll
=
pars
.
roll
*
RPD
;
var
M
=
dHTR
(
heading
,
tilt
,
roll
);
var
T
=
x3dom_toYawPitchRoll
();
var
e1_model
=
new
x3dom
.
fields
.
SFVec3f
(
mark
.
model
.
x
,
mark
.
model
.
y
,
mark
.
model
.
z
);
var
dv_heading
=
M
.
mult
(
T
).
multMatrixVec
(
e1_model
).
multiply
(
RPD
);
return
dv_heading
;
}
function
dv_tilt
(
mark
,
pars
){
// dv = de1
var
heading
=
pars
.
heading
*
RPD
;
var
tilt
=
(
pars
.
tilt
-
90
)
*
RPD
;
var
roll
=
pars
.
roll
*
RPD
;
var
M
=
HdTR
(
heading
,
tilt
,
roll
);
var
T
=
x3dom_toYawPitchRoll
();
var
e1_model
=
new
x3dom
.
fields
.
SFVec3f
(
mark
.
model
.
x
,
mark
.
model
.
y
,
mark
.
model
.
z
);
var
dv_tilt
=
M
.
mult
(
T
).
multMatrixVec
(
e1_model
).
multiply
(
RPD
);
return
dv_tilt
;
}
function
dv_roll
(
mark
,
pars
){
// dv = de1
var
heading
=
pars
.
heading
*
RPD
;
var
tilt
=
(
pars
.
tilt
-
90
)
*
RPD
;
var
roll
=
pars
.
roll
*
RPD
;
var
M
=
HTdR
(
heading
,
tilt
,
roll
);
var
T
=
x3dom_toYawPitchRoll
();
var
e1_model
=
new
x3dom
.
fields
.
SFVec3f
(
mark
.
model
.
x
,
mark
.
model
.
y
,
mark
.
model
.
z
);
var
dv_roll
=
M
.
mult
(
T
).
multMatrixVec
(
e1_model
).
multiply
(
RPD
);
return
dv_roll
;
}
function
get_dRE1
(
mark
,
pars
,
callback
){
function
get_dRE1
(
mark
,
pars
,
callback
){
// a'
// a'
...
@@ -766,8 +628,8 @@ function get_dC1(mark,pars,callback){
...
@@ -766,8 +628,8 @@ function get_dC1(mark,pars,callback){
var
JE1xJE1t
=
JE1
.
mult
(
JE1
.
transpose
());
var
JE1xJE1t
=
JE1
.
mult
(
JE1
.
transpose
());
var
P1
=
dRE1
.
mult
(
JE1xJE1t
).
mult
(
RE1
);
var
P1
=
dRE1
.
mult
(
JE1xJE1t
).
mult
(
RE1
.
transpose
()
);
var
P2
=
RE1
.
mult
(
JE1xJE1t
).
mult
(
dRE1
);
var
P2
=
RE1
.
mult
(
JE1xJE1t
).
mult
(
dRE1
.
transpose
()
);
var
RES
=
P1
.
add
(
P2
);
var
RES
=
P1
.
add
(
P2
);
...
...
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