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adjusted in accordance of control parameters of any application. Hence, parameters
and strategy of an SI technique have to be tuned in such a way so that it can be
grasped in any application without too many alternations both in SI techniques as
well as application control parameters.
Structure of most SI techniques are very similar and can be generalized in single
framework. Most of SI techniques treat solutions in similar way, only difference is
in their strategy. Generally, SI techniques represent solutions in Boolean string or
Decimal string. Some of the SI techniques consider multi level solution represen-
tation. Hence, to incase SI techniques in a generalized framework, solution repre-
sentation has to be done in perspective of strategy incorporated into the approach.
Once presentation of initial swarm is done with respect to strategy, swarm can be
updated strategically in a common loop by absorbing strategy of corresponding
approach.
SI techniques always have to go hand in hand with its application to solve
common problems. In order to mastery any of the SI techniques in applicability to
applications of various domains, compatibility of its strategy with the application
has to be increased. Applicability of any SI technique can be increased if its
parameters and strategy are generalized. Major issues observed for generalization of
SI techniques in perspective of applications can be stated as below:
Diversity of applications.
Numerous techniques available creating confusion.
Constraints in applications.
Encoding of application.
Multiple variants of single technique.
Issues related to applicability of SI techniques to any application:
Selection of suitable technique for an application is very important task and
always have confusions. Generally, simpler and effective techniques are the
good criterion for selection of SI technique.
Normally have two objectives behind the utilization of any SI technique, either
it is the objective function value or the control parameters.
Application associated problems have to be encoded in perspective of the
selected technique to realize problem in that technique.
Problem characteristics have be similar to problems where selected technique
performs comparatively better.
During implementation may face confusion regarding which one to adapt, is it
the application or technique.
Adaptation of application in terms of technique selected will be the better
option, but of course selected technique has to be good one.
Parameters of selected technique have to be tuned with respect to application to
get good quality solution.
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