Analytical Expression for Hessian
Analytical Expression for Hessian
Analytical Expression for Hessian
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Noting that ψ in = ψ ni , r in = r ni and r in<br />
α<br />
as<br />
= <br />
⎡ ⎛<br />
⎢<br />
⎣ζ ⎝ <br />
ψ ml<br />
⎞<br />
⎠<br />
m=i<br />
l=m<br />
ζ−1 ∂ψ mi<br />
∂r mi<br />
rmi α<br />
rmi ⎤<br />
⎥<br />
= −rin α ,we can rewrite expression 4<br />
⎡ ⎛<br />
⎢<br />
⎦ + ⎣ζ ⎝ <br />
ψ il<br />
⎞ζ−1<br />
⎛<br />
⎠ ⎝ <br />
l=i<br />
n=i<br />
∂ψ ni<br />
∂r ni<br />
r ni<br />
α<br />
⎞⎤<br />
rni ⎠⎥<br />
⎦. (5)<br />
The summation and the product can be interchanged in the second term of<br />
expression 5 to obtain<br />
= <br />
⎡ ⎛<br />
⎢<br />
⎣ζ ⎝ <br />
ψ ml<br />
⎞ζ−1<br />
∂ψ mi<br />
⎠<br />
∂rmi rmi α<br />
rmi ⎤<br />
⎥<br />
⎦ + <br />
⎡ ⎛<br />
⎢<br />
⎣ζ ⎝ <br />
ψ il<br />
⎞ζ−1<br />
∂ψ ni<br />
⎠<br />
∂rni m=i<br />
l=m<br />
n=i<br />
<strong>Expression</strong> 6 can be re-written as a single sum over m<br />
⎡⎛<br />
∂U EAM<br />
∂x i α<br />
∂U EAM<br />
∂x i α<br />
where χ mi<br />
1 ≡<br />
= ζ <br />
⎢⎜<br />
⎢⎜<br />
⎢⎜<br />
⎢⎜<br />
⎢⎜<br />
m=i⎣⎝<br />
= ζ <br />
χ mi<br />
m=i<br />
⎛<br />
⎝ <br />
ψ ml<br />
⎞<br />
⎠<br />
ζ−1<br />
l=m<br />
<br />
sum over neighbours of m<br />
1 χmi 2<br />
⎛⎛<br />
⎜<br />
⎝⎝<br />
<br />
ψ ml<br />
⎞<br />
⎠<br />
l=m<br />
+<br />
l=i<br />
⎛<br />
⎝ <br />
ψ il<br />
⎞<br />
⎠<br />
ζ−1<br />
l=i<br />
<br />
sum over neighbours of i<br />
⎞<br />
⎟ mi<br />
⎟ ∂ψ<br />
⎟ ∂r<br />
⎠<br />
mi<br />
rni α<br />
rni ⎤<br />
⎥<br />
⎦. (6)<br />
r mi<br />
α<br />
r mi<br />
⎤<br />
⎥<br />
⎥,<br />
⎥<br />
⎦<br />
, (7)<br />
ζ−1<br />
⎛<br />
+ ⎝ <br />
ψ il<br />
⎞ζ−1<br />
⎠<br />
⎞<br />
l=i<br />
⎟<br />
⎠ and χ mi<br />
2<br />
∂ψmi<br />
≡ ∂rmi r mi<br />
α<br />
rmi . Note<br />
that (unlike χ mi<br />
2 ) χ mi<br />
1 is not a function of r mi alone but depends on the configuration<br />
of the system. It can be checked that expression 7 reduces to the<br />
expression C3 of [1] <strong>for</strong> the case of binary potential where ζ = 1.<br />
The expression <strong>for</strong> the <strong>Hessian</strong> (due to the multi-body part alone) is<br />
EAM ∂U<br />
=<br />
,<br />
−H ij<br />
αβ ≡ ∂2 U EAM<br />
∂x j<br />
β ∂xi α<br />
∂<br />
∂x j<br />
β<br />
= ζ ∂<br />
∂x m=i<br />
j<br />
= ζ <br />
<br />
m=i<br />
∂xi α<br />
mi<br />
χ1 χ<br />
β<br />
mi<br />
2 ,<br />
χ mi∂χ<br />
1<br />
mi<br />
2<br />
∂x j<br />
<br />
+ ζ<br />
β<br />
<br />
<br />
χ<br />
m=i<br />
mi∂χ<br />
2<br />
mi<br />
1<br />
∂x j<br />
<br />
,<br />
β<br />
= A ij<br />
αβ + Bij<br />
αβ . (8)<br />
2