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DARPA ULTRALOG Final Report - Industrial and Manufacturing ...

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Manuscript for IEEE Transactions on Automatic Control 19<br />

∑<br />

i∈b<br />

≡<br />

≡ [<br />

b (T<br />

i<br />

∑<br />

i∈a<br />

∑<br />

i∈a<br />

i<br />

i<br />

b<br />

b (T<br />

) − CCT(T<br />

b<br />

b (T<br />

) +<br />

b<br />

∑<br />

i∉a<br />

And, for group a,<br />

∑<br />

i∈a<br />

b (T<br />

i<br />

b<br />

) ><br />

b<br />

) − CCT(T<br />

i<br />

b<br />

b (T<br />

) − CCT(T<br />

b<br />

b<br />

) ≤<br />

∑<br />

i∈b<br />

b (T<br />

) − CCT(T<br />

i<br />

)] − [<br />

∑<br />

i∈a<br />

∑<br />

i∈a<br />

b (T<br />

So, the inequality in (20) should hold.<br />

∑<br />

i∉a<br />

a<br />

∑<br />

i∉a<br />

b<br />

i<br />

a<br />

) − CCT(T<br />

b<br />

i<br />

) ><br />

b (T<br />

a<br />

a<br />

∑<br />

i∈a<br />

i<br />

a<br />

)<br />

b (T<br />

a<br />

) +<br />

) − CCT(T<br />

) − CCT(T<br />

a<br />

a<br />

∑<br />

i∉a<br />

)] ><br />

b (T<br />

i<br />

∑<br />

i∉a<br />

a<br />

i<br />

) − CCT(T<br />

b (T<br />

a<br />

) −<br />

∑<br />

i∉a<br />

a<br />

b (T<br />

i<br />

)<br />

b<br />

. (18)<br />

)<br />

) . (19)<br />

b i (T ) < bi<br />

(T )<br />

(20)<br />

But, this inequality is not possible because b i (T) is an increasing function with T.<br />

<br />

Through this property the two-tier auctioning model can be transformed into a multi-tier<br />

model, in which there are multiple brokers arbitrating components <strong>and</strong> the seller. A broker bids<br />

to its superior broker or seller for T≥T s(m) as in (21), in which T s(m) denotes the maximal of<br />

optimal completion time solutions of a group s(m) <strong>and</strong> s(m) subordinate components <strong>and</strong> brokers<br />

of broker m. In this way, the search space becomes reduced as the bidding process goes to the<br />

superior. In this multi-tier auctioning model communications <strong>and</strong> computations are more<br />

distributed through the brokers overcoming the problems of the two-tier model.<br />

<br />

Multi-tier auctioning model<br />

Broker’s bid<br />

b<br />

m<br />

(T ) = −∞<br />

=<br />

∑<br />

a<br />

a∈s(<br />

m )<br />

b (T )<br />

if T < max{arg max<br />

else<br />

T<br />

∑<br />

a<br />

a∈s(<br />

m )<br />

b (T ) − CCT(T )}<br />

(21)

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