F. Coenen, A BINARY ENCODED INCIDENCE MATRIX REPRESENTATION FOR KBS VERIFICATION, Robotics and computer-integrated manufacturing, 11(3), 1994, pp. 221-232
An advanced binary encoded incidence matrix representation, to support
KBS Verification and Validation (KBS V&V), is described. The represen
tation has two very important advantages over traditional incidence ma
trix representation techniques. Firstly the storage capacity required
by the binary encoded matrices is substantially less (97%) than that r
equired using more conventional incidence matrix representations. Seco
ndly the representation supports much more efficient processing. Both
a traditional and the advanced incidence matrix representation are des
cribed as built into two KBS V&V systems, IMVER-1 and IMVER-2 The simi
larity between the two systems provides an appropriate mechanism for c
omparing the two representations. Two algorithms, one for inference ve
rification and one for structural verification, are analysed with resp
ect to the IMVER representations. Consequently some time complexity me
asures are determined based on the number of matrix element comparison
s required when the algorithms are tested against a range of ''balance
d'' rulebases. The overall conclusion is that the advanced binary repr
esentation, as implemented in the IMVER-2 system, when tested against
realistically sized rulebases, utilizes significantly fewer (around 96
%) comparisons than that required by the traditional representation te
chnique incorporated into the IMVER-1 system.