This paper describes the encoding of domain knowledge for use by a gen
etic algorithm. We use the domain of system configuration design probl
ems; specifically, the structural design and optimization of trusses t
o ground our discussion and results. The approach applies evolutionary
principles to the optimally directed configuration design of complex
structures and incorporates engineering domain knowledge into a geneti
c algorithm to synthesize the topology, geometry, and component proper
ties of the structure. preliminary results indicate that genetic algor
ithms with domain knowledge can generate feasible and useful designs.