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distributed complex technological process systems
with variable structure functioning in real time.
Known approaches provide ineffective solving
of the following basic problems facing to the theory
and practice of the computer-aided monitoring
system (CAMS) or do not provide them at all:
– absence of uniform conceptual basis of
construction of the information systems (IS) IF of
MI, functioning in various states of application and a
special-purpose destination system;
– impossibility of the formal description of all
possible kinds of technical states (TS) in principal in
view of their adequacy to events and processes,
taking place at Analysis Object (AO) because of the
application of the various mathematical apparatus –
for various in destination purposes of MI analysis;
– presence of a plenty of forms of data
presentation and accordingly, types of models of
knowledge representation (MKR) about AO, caused
by existence of subjective views and specialized
approaches in the different interested organizations
engaged in problems of monitoring of states of AO
that interferes with accumulation, systematisation
and distribution of a wide experience to practice of
operation of advanced IT AA MI, proved their
utility;
– impossibility, as a rule, to form automatically
correct and optimum program AA MI on any set for
concrete session of management of the purpose of
the analysis in view of specific states of its
realization with the help of existing scientific and
practical approaches:
– inability of applied theories, models and
algorithms known at the present time to carry out
AA in view of essential features of MI coming for
the analysis, among which it is possible to note its
natural parallelism, stream type, poorly predicted
intensity, presence of uncertain measurements, e
TS;
– absence of a theoretical and experimental
substantiation of structure and composition of SPO,
capable to provide the effective solving of problems
of the distributed CAMS and its basic (from the
point of view of a saturation of the used
mathematical apparatus ) element – IS IF of MI;
– presence of the big expenses for the
modernization and support of the big Program
Complex (PC) IF of MI which reliability is inversely
proportional to their volume;
– orientation of the used modelling-algorithmic
support, basically, on one parametrical optimisation
of speed of carrying out of IF, when speed of
reception of the results of AO states monitoring
depends only on capacity (and also on cost) of the
used computer complexes- independently of their
architecture and also of some others, less essential.
Monitoring automation for real-time supervision
of complex technical objects (CTO) involves several
unsolved problems:
– lack of universal methodological and
methodical basics for structure-functional synthesis
of information technologies and monitoring systems
for CTO;
– the existing models, methods, and algorithms
for processing and analysis of measuring
information (MI) do not thoroughly describe its
properties such as natural concurrency, flow
characteristics, inconsistency, and uncertainty;
– there is no theoretical foundation for computer-
aided design of real-time CTO monitoring software
in distributed control systems;
– information fusion concepts and algorithms for
integration of multi-domain telemetry data and
practical knowledge are not developed yet.
Therefore the following tasks are very actual and
are investigated (Okhtilev, 2001):
1. Review of existing research and technical
approaches to solve in real time problems of
monitoring and control for complex technical
systems.
2. Elaboration of a joint conceptual framework
to develop information systems (IS) functioning
under changing application conditions as well as
under different application missions (including
methods of modelling “the changes” for estimated
states and for controlled object based on calculus of
variations).
3. Formal description of all possible kinds of
controlled states (assessed situation) accounting for
their adequacy to actual actions and processes on
controlled object caused by application of different
mathematical apparatus for various functional
objects. Multi-model formalization intends for
describe actions and processes on the controlled
object.
4. Synthesis of automatically correct and optimal
program for monitoring any target preset for a given
control session having specific realization
conditions.
5. Development of models and algorithms for
state estimating oriented to essential features of
measuring information fusion (natural parallelism,
data-flow, weakly predictable intensity, fact of
doubtful measurement, etc.).
6. Development of software prototype using
basic suggested solutions for information fusion
system design
The fulfilled investigations towards the
development of information technologies and
monitoring systems resulted in the following items
(Okhtilev, 1999, 2000, 2001):
– system analysis of monitoring processes
providing reliable estimates of CTO states under
ICEIS 2004 - ARTIFICIAL INTELLIGENCE AND DECISION SUPPORT SYSTEMS
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