object types and the class/subclass relationships
between the types.
The behavioral component describes the dynamics of
alarm correlation. [t contains three major components:
the message class hierarchy, the correlation class
hierarchy, and correlation rules. The managed object
classes, message classes, correlation classes, and
correlation rules are organized into hierarchies. These
hierarchies are related by “producer/consumer”
dependencies. Managed objects are producers of alarm
messages, messages produce correlation, and rules are
consumers of all the above components.
Managed classes describe rural lands and rural land
system equipment types. Managed objects are
organized into a hierarchy using class/subclass
relations. The root of the hierarchy contains the most
general information common to all managed objects.
The next level of the hierarchy describes the basic
managed object classes. Each subclass inherits
parameters, values, and attributes. The managed object
hierarchy is an abstraction of physical managed objects.
The hierarchy is specific to an application.
Configuration model. The configuration model of the
monitoring system is constructed from the instances of
individual managed objects. The instances describe the
actual physical or logical components of the managed
rural land system.
Message Class. All alarm messages produced by a
specific managed object are organized into a message
class hierarchy using the class/subclass relation.
Introduction of message classes simplifies the decision-
making process of rural land use monitoring. Each
message class in the hierarchy contains a message-
parsing pattern and a translation schema, common to a
subset of all messages that belong to this class.
Correlation class. A correlation class is a generalized
description of the state of the monitoring system based
on interpretation of events of the monitoring system.
The conditions under which the correlation is asserted
are described in the correlation rules. Each assertion
creates an instance of a correlation class. A correlation
class contains components, a message template, and
parameters. The components may be managed objects,
alarm messages, or other correlations. Correlation
components are used to pass information from a
correlation rule to the asserted correlation. Parameters
provide information about a correlation to higher-level
correlations.
Correlation Rules. Correlation rules recognize events
and assert correlations. Different correlation rules may
assert the same type of correlation. The conditional part
of a rule is a Boolean pattern built upon primary terms
and relations. The primary terms are messages,
managed objects, correlations, and tests. The action
part of the rule contains executable commands.
6. PERFORMANCE MONITORING
One of the key elements of performance management is
performance monitoring of rural land system. Expert
system can be used to support the performance
management (Wagenbauer and Nejdl, 1993). In order
to effectively manage an rural land system, the
administrator of the rural land system must be able to
determine when rural land, equipment and facilities
within the rural land system are operating in a
degraded mode. The administrator must also be able to
determine where the rural land is in legal or illegal
state.
6.1 Monitoring Forms
Typically, the performance management of rural land
system can be divided into monitoring and control
aspects. Performance monitoring refers to the collection
of information on the state of rural land use, while
control refers to actions taken to improve the
performance of rural land system. The performance
monitoring system must be flexible enough to satisfy
current and future performance monitoring needs
regardless of the technology or type of rural land and
rural land system equipment being monitored. The
performance monitoring can take different forms as the
followings.
(1)One common use is hunting for a specific problem
of rural land use.
(2)Another situation involves global monitoring. The
administrator will probably want to be advised of
developing problems before they can affect the
operation of rural land system.
(3)A third possible use is the historical analysis of
trends of rural land use and rural land quality. It
may be desirable to be able perform statistical
analysis of various performance data over some
period of time.
6.2 Monitoring Methods
The most elemental level of performance monitoring
ultimately depends on measuring information about
rural land system. Measurements may take the form of
counters. Counters are cumulative indicators that
measure the occurrences of some event or the total
number of units of some quantity. A current data of
managed object class is a collection of counters and
gauges that are used to monitor the state of rural land
system. There are different subclasses of current data.
Each subclass of current data corresponds to the type of
194 Intemational Archives of Photogrammetry and Remote Sensing. Vol. XXXII, Part 7, Budapest, 1998