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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>An Intelligent Approach to Increase Efficiency of IT- Service Management Systems: University Case-Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Nikolay Tkachuk</string-name>
          <email>tka@kpi.kharkov.ua</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Vladyslav Sokol</string-name>
          <email>vladislav.sokol@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Kateryna Glukhovtsova</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Key terms. Academia</institution>
          ,
          <addr-line>ICTInfrastructure, KnowledgeManagementProcess, Model, SoftwareEngineeringProcess</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>National Technical University “Kharkov Polytechnic Institute” Frunze str.</institution>
          ,
          <addr-line>21, Kharkov</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <fpage>48</fpage>
      <lpage>63</lpage>
      <abstract>
        <p>A comprehensive framework to increase efficiency of IT-services management systems (ITSMS) is proposed, which resolves 3 interconnected tasks in a target organization: 1) providing an effective configuration of ITSMmodules according to their specific features and needs; 2) integration a given ITSMS with existing enterprise architecture; 3) advanced incidents management in ITSMS. The applicability of this approach was tested successfully on the case-study at the National Technical University “Kharkov Polytechnic Institute” (www.kpi.kharkov.ua ).</p>
      </abstract>
      <kwd-group>
        <kwd />
        <kwd>IT-service management</kwd>
        <kwd>effectiveness</kwd>
        <kwd>multi-criteria ranking</kwd>
        <kwd>data integration</kwd>
        <kwd>adaptive ontology</kwd>
        <kwd>case-based reasoning</kwd>
        <kwd>e-learning</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        (MDA) [
        <xref ref-type="bibr" rid="ref5 ref6">5, 6</xref>
        ] for knowledge handling and re-using. Their authors emphasize the
actual need to elaborate and to apply several knowledge-oriented approaches to
requirements analysis within ITSMS-development, and to quantitative quality
assessment of appropriate project solutions.
      </p>
      <p>Taking into account some ITSMS-issues mentioned above, the main objective of
the research presented in this paper is to propose the first vision for intelligent
complex approach to increase efficiency of typical ITSMS, with a proof of concept basing
on the ITSMS university case-study. The rest of this paper is organized in the
following way: Section 2 analyses some existing ITSMS, introduces our vision about their
typical functionality, and shows the list of prioritized tasks to be resolved to increase
an efficiency of an ITSMS. In Section 3 we present the method elaborated for
effective ITSM-modules configuring in a target business organization, and Section 4
reports the first version of ITSMS - ontologies to integrate the selected modules into
enterprise architecture (EA). In Section 5 the designing perspective for the
combination case-based reasoning (CBR) with ontology-based approach to advanced incident
management it ITSMS is briefly outlined. In Section 6 we present the university
casestudy for our method to estimate an effectiveness of different ITSMS configurations
and discuss the results achieved. In Section 7 the paper concludes with a short
summary and with an outlook on the next steps to be done in the proposed development
framework.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Typical Functionality of ITSMS and the Complex of</title>
    </sec>
    <sec id="sec-3">
      <title>Intelligent Tasks to Increase its Efficiency</title>
      <p>In order to elaborate a way how to provide a complex approach to increase an
efficiency of ITSM-system operating, it is necessary to understand its typical
functionality and to analyze its specific features.
2.1</p>
      <sec id="sec-3-1">
        <title>Overview of existing ITSMS</title>
        <p>
          We have analyzed some already existing ITSMS [
          <xref ref-type="bibr" rid="ref10 ref7 ref8 ref9">7-10</xref>
          ], and the results of this study
is presented in the Table 1. Basically, all such systems can be divided into 3 groups,
namely: (a) advanced business ITSM-products; (b) open source ITSM-solutions; (c)
bespoke ITSM-systems.
        </p>
        <p>
          To the group (a) belong such systems as, e.g., HP OpenView Service Desk [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ] and
BMC Remedy [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. The first software product is the absolutely leader in this market
segment, because the most part of organizations which prefer ITSM-business
solutions from the group (a), are using exactly HP-platform. The number of its running
installations is essentially less than HP, at least because of more expensive costs of
Remedy ITSM Suite.
        </p>
        <p>
          ITSM-solutions from the group (b) also are used in practice, but they definitely
have limited functionality and provide less level of IT-services management. The
typical open source ITSMS are, for instance, GLPI [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ], OTRS [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ], and some others,
which are listed at the Web-resource SourceForge [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ].
        </p>
        <p>
          And, objectively, the business organizations, which are not ready to buy advanced
software products from group (a), and which are not satisfied with functionality
provided by ITSM-systems from group (b), because they have some specific IT-needs
and challenges, exactly these companies try to develop their own ITSM-solutions to
be considered as members of the group (c). The more detailed comprehensive study
of some existing ITSM-systems is presented in [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ].
2.2
        </p>
      </sec>
      <sec id="sec-3-2">
        <title>Typical ITSMS-functionality</title>
        <p>Based on the given analysis of the real ITSMS (see above), we have elaborated the
following vision for their typical functionality (see Fig. 1).</p>
        <p>There are 5 main subsystems (or packages) of system functions, namely:
1. IT Business Alignment: this subsystem is supposed to implement a ІТ-strategy in
given business organization with respect to its main goals and needs, and to
provide a base for costs assessment to whole IT-infrastructure;
2. Service Operations: this facility is responsible for customer’s requests management
(regarding to a current incident and to a related problem), and for providing of
ITSM-support functions;
3. Service Delivery Assurance: this functional package implements a configuration
and change management of all ITSM-software tools thus is extremely important
for a stable IT-environment;
4. Service Design and Management: this ITSMS-functionality provides detailed
information about new perspective IT-services to be designed with respect to their
availability and quality for IT-customers;
5. Service Development and Deployment: this subsystem allows to create and to test
new ITSM-services and appropriate IT-infrastructure solutions, including
installation of new hard-ware components, development of additional software
applications, and training programs for ITSM-staff’ and for end-users as well.</p>
        <p>As we can see on the structure presented in Fig.1, each of these 5 subsystems is
built from several functional modules (they are depicted as UML-classes). The most
important of them are the following ones:
 Module М1 =”Incident management”: it includes organizational procedures and
appropriate tools to resolve current incidents, which IT-service users are facing with
(hard-and software errors, network connection problems, request for consultations,
etc.);</p>
        <p>Module М2 = ”Problem management”: this facility provides tools to detect and to
eliminate any problem situation which is a reason for different incidents;
Module М3 = ”Configuration management”: this module supports all operating
sub-schemes in the IT-infrastructure of given business organization;
Module М4 = ”Change management”: it supervises and coordinates all changes
which arise in IT-infrastructure; .</p>
        <p>Module М5 =”Service level management”: this unit is responsible for definition
and implementation of an appropriate level of IT-services to be provided for
customers.</p>
        <p>
          In ITIL-best practice manuals (see e.g. in [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ]) the following 3 main schemes are
considered to introduce these modules into IT-infrastructure of a target organization: a
classic scheme (S1); a contract scheme (S2); an infrastructure-centered scheme (S3).
A classic scheme S1 is the most applied solution in the ITSM-domain, and it supposes
the following sequence of modules М1-М5:
        </p>
        <p>S1  M1, M 3, M 4, M 2, M 5</p>
        <p>This approach quickly allows to resolve the most actual communication problems
between IT-service department and customers basing on incident management
(module М1), and it provides some tools for all IT-services support (the modules М3 and
М4), and after that a platform for future IT-infrastructure development is introduced
(modules М2 та М5 respectively). But in this case it has to be taken into account this
scheme is a most expensive way for a given business organization, and it requires a
lot of resources exactly at an initial phase of whole ITSM-configuring framework.</p>
        <p>A contract scheme S2 actually aims to formalize a communication process between
IT-service department and customers, and it has the following modules-workflow:</p>
        <p>S 2  M 5, M 3, M1, M 4, M 2</p>
        <p>In this case all customer requirements to IT-services have to be collected and
specified (in module М5), and appropriate IT-infrastructure sub-schemes can be built
(using module М3), in order to define prospective IT-strategy in the target
organization, next an operative ITSM-functionality is provided, including incident
management (in module М1), change management (in module М4), and problem
management (in module М2). Obviously, this scheme definitely has some risk factors
regarding its efficiency, if the initial IT-service specifications were done not correctly (in
module М5).</p>
        <p>And, finally, an infrastructure-centered scheme S3 proposes the modules sequence
indicated as following:</p>
        <p>S3  M 3, M 4, M 2, M1, M 5
(3)
that is, firstly, to provide tools for all IT-services support (modules М3 and М4
respectively). Secondly, this approach allows to manage all typical problem situations
(in module М2), and already based on this one to detect and to resolve corresponded
incidents by IT-service customers (in module М1). Thirdly, it creates an opportunity
to define in computer-aided way the necessary composition and the IT-service level
management (in module М5).</p>
        <p>It is necessary to note that besides some empirical recommendations concerning
the possible ITSM-modules configurations defined as (1)-(3), in the appropriate
technical documentation there are no more or less proved suggestions about possible
quantitative estimations for effectiveness of these alternative approaches.
2.3</p>
      </sec>
      <sec id="sec-3-3">
        <title>The complex of intelligent tasks to increase of ITSM-system efficiency</title>
        <p>Taking into account the results of performed analysis (see above), and based on some
modern trends in the domain of ITSMS-development (see Section 1), the following
list of prioritized tasks can be composed in order to increase ITSMS-efficiency,
namely
(1)
(2)
1. to provide an effective configuring of ITSM-modules for a target organization,
taking into account its specific features and needs;
2. to elaborate an integration framework for a given ITSM-system’s configuration
and for an existing enterprise architecture (EA);
3. to support an advanced incidents management in the already installed
ITSMsystem.</p>
        <p>
          In our opinion, the task (I) can be resolved basing on some expert methods for
multi-criteria ranking, with respect to specific IT-infrastructure’s features and
customer needs in a concerned business organization [
          <xref ref-type="bibr" rid="ref13 ref14">13,14</xref>
          ]. The task (II) belongs to
already well-known integration issues in distributed heterogeneous information
systems, and e.g. an ontology-based approach can be used for this purpose (e.g. in
[
          <xref ref-type="bibr" rid="ref15 ref3 ref6">3,6,15</xref>
          ]). And, finally, to solve the task (III) an additional decision-making
functionality for typical ITSM-services (see Fig.1) has to be elaborated, e.g. basing on the
combination of case-based reasoning (CBR) approach with ontologies [
          <xref ref-type="bibr" rid="ref16 ref17">16,17</xref>
          ]. Below
these tasks and their possible solutions are presented and discussed in more detail.
3
        </p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>The Method for Effectiveness Estimation of Alternative</title>
    </sec>
    <sec id="sec-5">
      <title>ITSM-Module Configurations</title>
      <p>To formalize the task (I) from their list considered in the Section 2.3, namely: to
provide an effective configuring of ITSM-modules for a target business organization,
the following factors have to taken into account: such a problem has a high
complexity grade and it is semi-formalized; estimation criteria for it are of different
nature and they are multi-valued; an information base to solve this task mainly can be
collected basing on expert data only; available expert data could be quantitative and
qualitative values both.</p>
      <p>
        To solve this task we have chosen one of the multi-criteria ranking methods,
which is presented in [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ]. Accordingly to this approach the following steps have to
be performed:
Step 1. A set of possible alternatives,
(4)
(5)
(6)
and a set of global importance criteria to characterize these alternatives
X  { x1 , x 2 ,..., x n }  { xi , i  1, n}
      </p>
      <p>K  {K1, K2,..., Km}  {K j , j  1, m}
have to be defined.</p>
      <p>Step 2. Each global criteria K j is characterized by a subset of appropriate local
criteria</p>
      <p>K j  {k j1, k j2,..., k jQ}  {k jq , q  1, Q}
further, a set of membership functions according to all local criteria alternatives</p>
      <p>{ k j1 (xi ), k j2 (xi ),..., k jQ (xi )}  { k jq (xi ), q  1, Q, j  1, m}
and the weight coefficients of their relative importance for these local criteria
{w j1, w j2 ,..., w jQ }  {w jq , q  1,Q}
have to be determined, where the following condition has to be fulfilled
Step 3. To determine membership functions of alternatives { xi , i  1, n} to criteria
K j ,{ j  1, m} based on an additive convolution of their local criteria
Q
 w jq  1
q1</p>
      <p>Q
 k j (xi )  q1 w jq k jq (xi )
all alternatives xi ,{i  1, n} it is possible to determine a joined membership function for
a generalized criterion K :
(7)
(8)
(9)
(10)
(11)
(12)
m
 K (xi )   w j K j (xi )</p>
      <p>j 1
 (x*)  max{ K (xi ),i  1, n})
where w j , j  1, m are coefficients of their relative importance K j , j  1, m .
Step 5. Finally, an alternative with a maximum value of membership function for
generalized criterion K can be chosen as a target solution:</p>
      <p>Below in Section 6 we present the case-study, which was performed to prove this
method, and we discuss the results achieved.</p>
    </sec>
    <sec id="sec-6">
      <title>Ontological Specifications for ITSMS-EA Integration</title>
    </sec>
    <sec id="sec-7">
      <title>Framework</title>
      <p>As already mentioned above (see Section 2), any ITSMS has to be integrated into an
existing EA of a target organization. In our approach this task (II) has to be resolved
for an ITSMS-configuration defined with the method presented in Section 3.</p>
      <p>
        This issue is already discussed intensively in a lot of publications, and their authors
consider both its conceptual and technological aspects. E.g., an ITSMS-EA
integration based on well-known SOA – framework is presented in [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], and as the important
conceptual input for this issue the appropriate meta-model (actually, some kind of a
domain ontology) for IT services is designed. In [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] an approach to integration of
ITSM-services and business processes in given organization is elaborated, using
ontological specifications to formalize the good practice guidance for ITSM. An
ontologybased framework to integration of software development and ITSMS-functioning is
proposed in [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ], thus resulting in enhanced semantic-aware support tools for both
processes. Even this brief overview allows us to conclude that exactly an
ontologybased approach is a most effective way to solve this problem. That is why, in our
opinion, to provide ITSM-EA integration effectively, it is necessary to combine the
following information resources (IR), namely: a) IR related to ITSMS – functionality,
b) IR concerned EA-domain, c) IR characterized a target organization (TO), which is
facing an ITSMS-EA integration problem with. Let’s define these IR (a)-(c) as:
OntoITSMS, Onto-EA, and Onto-TO respectively. Thus, the IR needed to provide an
ITSMS-EA integration should be specified using an appropriate joined ontology,
designated as Onto_ITSMS-EA.
      </p>
      <p>Onto _ ITSM  EA  Onto  ITSMS ,Onto  EA,Onto  TO 
(13)</p>
      <p>
        Obviously, some already existing ITIL / ITSM ontological specifications can be
used for this purpose, e.g.: Onto-ITIL ontology elaborated in [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] basing on OpenCyc
ontology (www.opencyc.org), Onto-SPEM (Software Process Engineering
Metamodel) ontology [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ], and Onto-WF (WorkFlow) ontology [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ]. Taking these
resources into account, we can represent the ontological specification for Onto_ITSM in
the following way
      </p>
      <p>Onto  ITSMS  Onto  ITIL,Onto  SPEM ,Onto WF </p>
      <p>
        There are also several ontologies developed to specify EA, and according to one of
recent and comprechensive researches in this domain presented in [
        <xref ref-type="bibr" rid="ref20">20</xref>
        ], we accept the
following 3-level definition for EA-ontology
(14)
(15)
      </p>
      <p>Onto  EA  Onto  BT,Onto  AC,Onto  RS 
where: Onto_BT is a sub-ontology of Business Terms (BT), Onto-SC is a
subontology of Architecture Components (AC), and Onto-RS as a sub-ontology of
RelationShips (RS) among items of AC.</p>
      <p>And finally, to define an Onto-TO ontology for target organization given in
expression (13), its specific features and needs related to ITSMS-usage within
existing EA have to be taken into account. As a small excerpt of such domain-specific
Onto-TO, which is elaborated in our University-ITSMS case-study (see Section 6),
the following UML-class diagram in Fig. 2 is shown.
The proposed ontology-based approach for ITSMS-EA integration can also be used
to elaborate the solution for the task (III) from their list completed in Section 2.3.
5</p>
    </sec>
    <sec id="sec-8">
      <title>Adaptive Onto-CBR Approach to Advanced Incidents</title>
    </sec>
    <sec id="sec-9">
      <title>Management in ITSM</title>
      <p>In order to solve the task (III), namely: to provide an advanced incidents management
in ITSMS, accordingly to our inter-disciplinary vision about the ITSMS-development
in general, we propose to amalgamate the following design-principles (i)-(iv) listed
below
(i) an incident management as a weak-formalized and complex task within the
ITSMS-support for its customers can effective be resolved using one of the
intelligent decision-support methods, e.g., using CBR-method;
(ii) to enhance a CBR-functionality, especially with respect to specific needs in a
target organization, an appropriate domain-ontology should be elaborated and
used combining with CBR;
(iii) because of the permanent changes in an IT-infrastructure of a given organization,
and of the changes arising in its environment as well, such a domain-ontology
has to be constructed as an adaptive ontology;
(iv) to provide a possibility for knowledge gathering and their reusing in ITSMS,
some e-Learning models and technologies can be applied.</p>
      <p>
        There are already the approaches elaborated to combine a CBR-method with
ontologies [
        <xref ref-type="bibr" rid="ref16 ref17">16, 17</xref>
        ], which allow to provide more efficiently a case-representation, to
enhance case-similarity assessment, and to perform case-adaptation process for a new
solution. From the other hand, an ontology-centered design for ITSM-services, and
especially, for Incident Management (IM), is also discussed in some recent
publications in this domain. In particular, the proposed in [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ] Onto-IM ontology is built
according to ISO/IEC20000 for ITIL/ITSM [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], it includes such concepts as Incident
Management, Incident Record, Incident Entity, etc. specified using OWL (Ontology
Web Language), and the small example of its notation is shown in Fig.3.
      </p>
      <p>
        These results provide a solution for the tasks (i)-(ii), but in our opinion to cover the
task (iii) in efficient way, with respect to permanent changes in IT-infrastructure of a
target organization, an appropriate ontology has to be constructed as an adaptive
facility [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. In this way the Onto-TO ontology given in Section 4 should be given as the
following tuple
      </p>
      <p>Onto  TO (adapt )  C , R, P,W (C ) ,W ( R ) 
(16)
where, additionally to the basic components of any ontology, namely: C – set of
concepts, R – a set of relationships among these concepts, and P – a set of axioms
(semantic rules), the following ones have to be defined: W(C) is a set of weight
coefficients for concepts of C, and a W(R) is a set of weight coefficients for relationships of
R respectively. Usage of these weight coefficients allows us, e.g., to take into account
an appropriate importance grade in several types of ITSMS-customers (see Fig. 2) to
provide IM - services for them.</p>
      <p>
        In order to get all information resources needed for a completed solution of tasks
(i)(iv), we propose to apply some e-Learning models and technologies within an
ITSMS, especially, for skills training and experience gathering by ITSMS-staff,
designated in the Onto-IM ontology as Incident Manager, ServiceDeskEmployee,
Specialist [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ]. For this purpose an e-Learning ontology (Onto-EL) can be used, e.g., in
[
        <xref ref-type="bibr" rid="ref23">23</xref>
        ] the Onto-EL is elaborated to build for learners their personal paths in e-learning
environment, according to the selected curriculum (Incident Management in terms of
Onto-IM), syllabus (Incident Record) and subject (Incident Entity).
      </p>
      <p>Summarizing aforementioned issues concerning the tasks listed in (i)-(iv), the
conceptual mechanism to provide an advanced incidents management (AIM) in
ITSMS can be represented at the high-architectural level as the UML-package
diagram shown in Fig.4.</p>
      <p>Below the approach to resolve the task (1) from their list given in Section 2 is
illustrated using the real case-study within our research and practice activities to apply
ITSMS to manage IT-infrastructure of National Technical University “Kharkov
Polytechnic Institute” (www.kharkov.ua) referred in following as NTU “KhPI”.</p>
    </sec>
    <sec id="sec-10">
      <title>University Case-Study: Effective ITSM-Modules Configuring</title>
      <p>
        It is to mention that exactly university- and /or a campus-domains are considered from
many authors as a suitable example of ITSMS-usage (see, e.g., in [
        <xref ref-type="bibr" rid="ref25 ref26">25-26</xref>
        ]), because
intensive research- and educational activities obviously require a modern and
wellorganized IT-environment. That is why we also proved our approach to effectiveness
estimation of alternative configurations of ITSM-modules using the test-case data
collected at the NTU “KhPI”.
6.1
      </p>
      <sec id="sec-10-1">
        <title>Application domain description: IT-infrastructure of NTU “KhPI”</title>
        <p>The NTU “KhPI” is one of the largest technical universities of Ukraine located in the
city of Kharkiv, which is the important industrial and cultural center at the East of the
country. The university has about 22000 students, ca. 3500 of faculty members, and
accordingly there is the advanced IT-infrastructure to support all educational and
research tasks. The main characteristics of IT-operating at the NTU “KhPI” are
summarized in Table 3.</p>
        <p>In cooperation with the IT-staff at the University IT control office we have
analyzed retrospective data about some typical problem situations occurred, and about
the corresponded incidents, which daily have been resolved within the direct
communication with IT-service customers. In this way the main types of
ITSMincidents and their initial problem situations were identified, and they are described in
Table 4.
Incident type Cause ( problem situation)
No Internet-connection at - router was turned off;
Dept or on local PC - network cable breaked or failure on router hardware;
- incorrect network setup;
- problems with software on local PC
Incident type Cause ( problem situation)
High-loading of PC processor - computer viruses
with a small number of active - high degree of PC hard driver’s de-fragmentation.
user’s programs
Installing problems for new - computer viruses
software - absence of additional (middleware) software needed
for installation.
4 Failure to send email -incorrect setup of local network server (proxy)
-problems with central e-mail server.
5 Troubles in the use of third- -lack of specific configuration,</p>
        <p>party software - improper use of system services.</p>
        <p>Basing on the analysis results obtained, we can apply the elaborated method to
estimate alternative ITSMS-module configurations (see Section 3).
6.2</p>
      </sec>
      <sec id="sec-10-2">
        <title>Customizing of the elaborated</title>
        <p>configurations and criteria definition
estimation
method:
alternative
According to the Step 1 of the method presented in Section 2.2, the list of alternative
ITSM-module configurations have to be defined, and in our case they are presented:
X1 = Service Desk subsystem (SDS) and Incident Management Module
X 2 = SDS, Incident Management Module and Configuration Management
Module
X 3 = SDS, Incident Management Module and Change Management module
X 4 = SDS, Incident Management Module and Problem Management Module
On the next Step 2, according to the formulas (4) - (10), we determine the criteria
for the quantitative evaluation of the proposed alternatives and their performance
indicators, which are shown in Table.5. These criteria and their indicators (metrics)
are taken from [35], and they are recommended to evaluate effectiveness of
ITinfrastructure in any business organization.
Global and
local criteria</p>
        <p>Semantics performance measurement
criteria and target values
K1
k11
k12
k13
k14
K 2
Global and
local criteria</p>
        <p>Effectiveness of incident management
Average time incident resolution →min
Percentage of incidents resolved
proactively →max
Semantics performance measurement
criteria and target values
Percentage of incidents resolved at the
first level of support →max
Percentage of incidents that have been
resolver from the first time →max
Effectiveness of problem management
k11 (opt =20м)
5
6
5
7
5
7
5
6
5
6
5
8
6
6
6
7
X1
X 2
X 3
X 4
…
Insecure
value
&gt;30
min.
0%
Insecure
value
&lt;65%
&lt;75%</p>
        <p>Effective
value
To continue the usage of our method presented in Section 2.2 (Step 3 and Step 4
respectively) using the pair-wise comparison the weight coefficients of relative
importance (WCRI designated as w(ki, j ) ) for the local criteria regarding their global ones
were determined:
 The WCRI values of the local criteria for the global criterion
K1 : w(k11) =
0,239458, w(k12 ) = 0,239458, w(k13) = 0,432749, w(k14 ) = 0,088335
 The WCRI values of the local criteria for the global criterion K2 : w(k21) =
0,68334, w(k22 ) = 0,19981, w(k23 ) = 0,11685
0,332516, w(k32 ) = 0,527836, w(k33) = 0,139648
 The WCRI values of the local criteria for the global criterion K3 : w(k31) =
 The summarized WCRI values for the global criterion Ki : K1 = 0,527836, K2 =
0,332516, K3 = 0,139648</p>
        <p>And finally, according to Step 5 of this method (see Section 3.2), and using the
multi-criteria ranking formulas (11) - (12), we obtain the following ultimate results of
the effectiveness assessment for the considered alternatives (see Table 5), namely
X1  0.537, X 2  0.671, X 3  0.578, X 4  0.727
(17)</p>
        <p>
          To confirm the reliability of the results given in (17), the comparative analysis with
some "best practices" in ITSMS implementation was carried out, using the data of
IDC-company [
          <xref ref-type="bibr" rid="ref28">28</xref>
          ]. In particular, IDC has reviewed approx. 600 organizations
worldwide, which used ITSM for over a year, and in this study especially the
prioritization issues of different ITSM-modules implementation were analyzed. In Fig. 5 the
result of the performed comparison is shown.
        </p>
        <p>As we can see, to provide Change Management and Configuration Management is
necessary to have within an IT-infrastructure database (DB) of IT-configurations, and
DB of problem situations as well, these facilities are rather costly for the University,
and therefore the implementation of these modules is not a priority task. The most
effective ITSM-modules configuration for NTU "KhPI" includes an Incident
Management module and a Service Desk subsystem.
7</p>
      </sec>
    </sec>
    <sec id="sec-11">
      <title>Conclusions and Future Work</title>
      <p>In this paper we have presented the intelligent approach to increase efficiency of
ITSMS, which has to resolve 3 interconnected tasks for its effective usage in a target
organization: 1) providing an effective configuration of ITSM-modules according to
its specific features and needs; 2) elaboration an integration framework for a given
ITSMS with existing EA; 3) advanced incidents management in ITSMS. To solve
these tasks in a comprehensive way the interdisciplinary framework is elaborated,
which includes: the expert method for multi-criteria ranking of alternative
ITSMmodules configurations, the ontological specifications for ITSMS-EA integration, and
the approach to enhanced incident management based on the combination of adaptive
ontologies and CBR-methodology. To implement the first part of this approach the
appropriate software tool was elaborated, and its applicability was tested successfully
within the case-study at the NTU “Kharkov Polytechnic Institute”.</p>
      <p>In future we are going to implement and to test the appropriate software solutions
for other tasks in the proposed framework, using such technologies as OWL, BPMN,
XML /XLST, and Web-services.</p>
    </sec>
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