Analytical Expression for Hessian
Analytical Expression for Hessian
Analytical Expression for Hessian
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constraint l = i. Thus expression 19 simplifies to<br />
B ii<br />
αβ = ζ (ζ − 1) <br />
⎡<br />
<br />
⎢<br />
⎣ ψ mi r<br />
r<br />
mi<br />
α<br />
rmi ⎛<br />
⎝ <br />
ψ mp<br />
⎞ζ−2<br />
<br />
⎠<br />
m=i<br />
⎡⎛<br />
⎢<br />
+ζ (ζ − 1) ⎣⎝<br />
<br />
Symmetry checks:<br />
m=i<br />
ψ im<br />
r<br />
Symmetry of the <strong>Hessian</strong> implies that<br />
H ij<br />
αβ<br />
≡ ∂<br />
∂x j<br />
β<br />
EAM ∂U<br />
∂x i α<br />
p=m<br />
ψ mi<br />
r<br />
rim α<br />
rim ⎞ ⎛<br />
⎠ ⎝ <br />
ψ ip<br />
⎞ζ−2<br />
⎛<br />
⎠ ⎝ <br />
= ∂<br />
∂x i α<br />
p=i<br />
<br />
∂UEAM <br />
∂x j<br />
β<br />
l=i<br />
r mi<br />
β<br />
r mi<br />
ψ il<br />
r<br />
⎤<br />
⎥<br />
⎦<br />
r il<br />
β<br />
⎞⎤<br />
ril ⎠⎥<br />
⎦. (20)<br />
≡ H ji<br />
βα . (21)<br />
Symmetry of A αβ<br />
ij in expressions 12 and 13 is easy to check. We show here the<br />
symmetry of expressions 18 and 20. For comparison, we reproduce expression<br />
18 below,<br />
B ij<br />
αβ<br />
= ζ (ζ − 1) <br />
m=i,j<br />
⎡<br />
<br />
⎢<br />
+ζ (ζ − 1) ⎣<br />
⎡<br />
<br />
⎢<br />
⎣<br />
ψ ji<br />
r<br />
⎡⎛<br />
⎢<br />
+ζ (ζ − 1) ⎣⎝<br />
<br />
m=i<br />
ψ mi<br />
r<br />
r ji<br />
α<br />
r mi<br />
α<br />
r mi<br />
⎛<br />
⎝ <br />
p=m<br />
ψ mp⎠<br />
⎞ζ−2<br />
<br />
rji ⎛<br />
⎝ <br />
ψ jp<br />
⎞ζ−2<br />
⎛<br />
⎠ ⎝ <br />
ψ mi<br />
r<br />
p=j<br />
m=j<br />
ψ mj<br />
r<br />
rmi α<br />
rmi ⎞ ⎛<br />
⎠ ⎝ <br />
ψ ip<br />
⎞ζ−2<br />
<br />
⎠<br />
p=i<br />
From which we obtain by interchanging i ↔ j and α ↔ β,<br />
B ji<br />
βα =<br />
⎡<br />
<br />
⎢<br />
ζ (ζ − 1) ⎣ ψ mj<br />
r<br />
r<br />
mj<br />
β<br />
rmj ⎛ ⎝ <br />
ψ mp<br />
⎞ζ−2<br />
<br />
⎠<br />
m=j,i<br />
⎡<br />
<br />
⎢<br />
+ζ (ζ − 1) ⎣<br />
ψ ij<br />
r<br />
⎡⎛<br />
⎢<br />
+ζ (ζ − 1) ⎣⎝<br />
<br />
m=j<br />
p=m<br />
r ij<br />
β<br />
rij ⎛<br />
⎝ <br />
ψ ip<br />
⎞ζ−2<br />
⎛<br />
⎠ ⎝ <br />
ψ mj<br />
r<br />
p=i<br />
m=i<br />
ψ mj<br />
r<br />
ψ ij<br />
r<br />
ψ mi<br />
r<br />
rmj α<br />
rmj ⎞⎛<br />
⎠⎝<br />
<br />
ψ jp<br />
⎞ζ−2<br />
<br />
⎠<br />
6<br />
p=j<br />
r mj<br />
β<br />
r mj<br />
β<br />
r mj<br />
⎞⎤<br />
rmj ⎠⎥<br />
⎦<br />
ψ mi<br />
r<br />
r ij<br />
β<br />
r ij<br />
r mi<br />
β<br />
⎤<br />
⎥<br />
⎦<br />
⎤<br />
⎥<br />
⎦, i = j.<br />
r mi<br />
α<br />
r mi<br />
⎞⎤<br />
rmi ⎠⎥<br />
⎦<br />
ψ ji<br />
r<br />
r ji<br />
α<br />
r ji<br />
⎤<br />
⎥<br />
⎦<br />
(22)<br />
⎤<br />
⎥<br />
⎦ , j = i.<br />
(23)