Proceedings of the Artificial Neural Networks in Engineering Conference, November 15-18, 1992, in St. Louis, Missouri. The papers in this volume are grouped into four categories: Artificial Neural Network Architectures; Pattern Recognition; Neuro-Control; and Neuro-Engineering Systems. Contents include: A Neural Network-Based Predictor for MIMO Systems, Stable Equilibrium States of LYAM System, Adaptive Critic and Chemotaxis in Adaptive Control, Human Learning and Neural Network Learning, Neural Network Representation of Defuzzification, Weapons Target Assignment Accessibility Using Neural Networks, Fuzzy and Crisp Handwritten Character Recognition Using Neural Networks, A Neural Network-Based Object Identification System, Artificial Neural Network Architectures for Human Face Detection, Robust Control of Multiple Robots with Redundancy Using Neural Network, Autonomous Underwater Vehicle Control by Neural Network, Neural Network Sensor Fusion for Security Applications, Neural Nets in Rotor Balancing, Diagnosing Faults in Circuit Boards--A Neural Net Approach, Neural Networks as a Tool for Structural Safety Assessment, and Performance of a 4-Valued Neural Network Multiplier.