論文紹介:interactive control of diverse complex characters......
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Interactive Control of Diverse Complex Characters with Neural Networks
Interactive Control of Diverse Complex Characters with Neural NetworksIgor Mordatch, Kendall Lowrey, Galen Andrew, Zoran Popovic, Emanuel Todorov @ Univ. Washington. 2017/03/23
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OpenAI Humanoid
RNN
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[ q, f ]q f
XX = [q0, f0, ..., qT, fT ]T
C( X ) X
C( X ) X 7
7
2012 3 C( X ) Mordatch, et. al. Discovery of Complex Behaviors through Contact-Invariant Optimization, SIGGRAPH 20128
C( X ) X
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C( X ) X
C( X ) X NN
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C( X )
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[ q, f ]q f
XX = [q0, f0, ..., qT, fT ]T
C( X ) X
C( X ) X 12
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[ q, f ] [ q, f, r ]q fr
XX = [q0, f0 , r0, ..., qT, fT , rT ]
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XX = [q0, f0 , r0, ..., qT, fT , rT ]
X RNN
st at
st = [ qt , rt , q t-1 , ft-1 ]qt t rt t q t-1 t-1 f t-1 t-1
at = [ q t , r t , f t ]q t t r t t f t t
st at st+1 14q0 , f0 , r0q1 , f1 , r1q2 , f2 , r2q3 , f3 , r3
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NN
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C( X ) X minimize X C( X )
C( X ) Xi
minimize , X1Xn i [ C( Xi ) + t at(Xi) ( st(Xi) ) 2 ] 15
minimize , X1Xn i [ C( Xi ) + t at(Xi) ( st(Xi) ) 2 ]
n X1...Xn
X1...Xn SGD
NN16
()
New!
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100200 NN
NN3250
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