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Metal Foams: A Design Guide

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206 <strong>Metal</strong> <strong>Foams</strong>: A <strong>Design</strong> <strong>Guide</strong><br />

PV = 20,000 units/yr PV = 300,000 units/yr<br />

Materials cost<br />

Direct labor<br />

Energy cost<br />

Equipment cost<br />

Auxillary<br />

Tooling cost<br />

Maintenance<br />

Fixed overhead<br />

Building cost<br />

Working capital<br />

Liquid PM, batch PM, continuous<br />

Figure 16.4 Output of the TCM for the liquid-state foaming process of<br />

aluminum<br />

We now consider the final step in determining viability: that of value<br />

modeling.<br />

16.4 Value modeling<br />

Multi-objective optimization and trade-off surfaces<br />

When a design has two or more objectives, solutions rarely exist that optimize<br />

all objectives simultaneously. The objectives are normally non-commensurate,<br />

meaning that they are measured in different units, and in conflict, meaning that<br />

any improvement in one is at the loss of another. The situation is illustrated for<br />

two objectives by Figure 16.5 in which one performance metric, P2, is plotted<br />

another, P1. It is usual to define the metrics such that a minimum is sought<br />

for each. Each bubble describes a solution. The solutions which minimize P1<br />

do not minimize P2, and vice versa. Some solutions, such as that at A, are far<br />

from optimal: other solutions exist which have lower values of both P1 and P2,<br />

such as B. Solutions like A are said to be dominated by others. Solutions like<br />

that at B have the characteristic that no other solution exists with lower values<br />

of both P1 and P2. These are said to be non-dominated solutions. The line or<br />

surface on which they lie is called the non-dominated or optimum trade-off<br />

surface (Hansen and Druckstein, 1982; Sawaragi and Nakayama, 1985). The<br />

values of P1 and P2 corresponding to the non-dominated set of solutions are<br />

called the Pareto set.

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