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    <front>
        <journal-meta>
            <journal-id journal-id-type="doi">https://doi.org/10.7906</journal-id>
            <journal-title-group>
                <journal-title xml:lang="en">Interdisciplinary Description of Complex Systems</journal-title>
            </journal-title-group>
            <issn pub-type="ppub">1334-4684</issn>
            <issn pub-type="epub">1334-4676</issn>
            <publisher>
                <publisher-name xml:lang="hr">Hrvatsko interdisciplinarno društvo</publisher-name>
                <publisher-name xml:lang="en">Croatian Interdisciplinary Society</publisher-name>
                <publisher-loc>Ivana Lučića 1, 10000 Zagreb
                    <email xlink:href="petra.cacic@indecs.eu">petra.cacic@indecs.eu</email>
                    <ext-link xlink:href="http://www.idd.com.hr">http://www.idd.com.hr</ext-link>
                </publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.7906/indecs.20.3.4</article-id>
            <article-categories>
                <subj-group subj-group-type="heading" xml:lang="en">
                    <subject>Original scientific paper</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title xml:lang="en"><italic>The Performance Analyses of IEEE 802.15.4g Sun
                        Low-Power Wireless Networks and their Application</italic></article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Dobrilović</surname>
                        <given-names>Dalibor</given-names>
                    </name>
                    <xref ref-type="corresp" rid="cor1">*</xref>
                    <xref ref-type="aff" rid="aff1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mazalica</surname>
                        <given-names>Milica</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Gecin</surname>
                        <given-names>Goran</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff1">1</xref>
                </contrib>
                <aff id="aff1">
                    <label>1</label>
                    <institution xml:lang="en">University of Novi Sad, Technical Faculty “Mihajlo Pupin”                        
                    </institution>
                    <addr-line>Zrenjanin, Serbia</addr-line>
                </aff>
            </contrib-group>
            <author-notes>
                <corresp id="cor1"><label>*</label>Technical Faculty “Mihajlo Pupin”, Djure Djakovica bb, 23000 Zrenjanin, Serbia                   
                    <email
                        xlink:href="dalibor.dobrilovic@uns.ac.rs">dalibor.dobrilovic@uns.ac.rs</email>
                </corresp>
            </author-notes>
            <pub-date>
                <!--Datum izdavanja -->
                <day>1</day>
                <month>6</month>
                <year>2022</year>
            </pub-date>
            <volume>20</volume>
            <issue>3</issue>
            <fpage>250</fpage>
            <lpage>256</lpage>
            <history>
               <date date-type="received">
                    <day>14</day>
                    <month>1</month>
                    <year>2021</year>
                </date>
                <date date-type="accepted">
                    <day>31</day>
                    <month>12</month>
                    <year>2021</year>
                </date>
            </history>
            <permissions>
                <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>CC BY 4.0</license-p>
                </license>
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                    <license-p>Puni tekst objavljenih radova besplatno se smije koristiti za osobne, edukacijske ili istraživačke svrhe uz poštovanje autorskih prava autora i izdavača. Korisnici radove smiju besplatno čitati, preuzimati, kopirati, distribuirati, tiskati, prerađivati ili koristiti ih na druge zakonite načine, uz ispravno navođenje izvornika i nekomercijalnu svrhu uporabe.</license-p>  
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                <license license-type="open-access" xml:lang="en">
                    <license-p>The usage of full-text of the articles can be used exclusively for personal, research-related or educational purposes, with regard to the authors' and publishers' rights. The users are allowed to read, download, copy, distribute, print and transform or use them for any other lawful purpose as long as they attribute the source in an appropriate manner and for the non-commercial purpose of the usage.</license-p>
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            </permissions>
            <abstract xml:lang="en">
                <p>In the era of expansion of smart sensing interconnected devices and their growing application in complex systems, the application of wireless communication technology becomes evident. Many wireless technologies are developed to facilitate the growth of systems such as the Internet of Things and Smart Cities. The application of a particular wireless technology in a particular system depends on many factors, such as purpose, requirements, complexity, range, and node deployment. IEEE 802.15.4 is a technical standard that defines the operation of low-rate wireless personal area networks. It is used as the basis for a group of network standards and protocols designed for wireless sensor networks. In this article, the basic features of the emerging IEEE 802.15.4g SUN low-powered wireless network standard, its application scenarios, and performance analyses are presented.
                </p>
            </abstract>
            <kwd-group xml:lang="en">
                <kwd>smart utility networks</kwd>
                <kwd>wireless network performance evaluation</kwd>
                <kwd>indoor propagation</kwd>
                <kwd>wireless sensor networks</kwd>
                <kwd>wireless communications</kwd>
            </kwd-group>
        </article-meta>
    </front>
    <body>
        <sec sec-type="INTRODUCTION">
            <label>INTRODUCTION</label>
            <p>The appliance of a variety of emerging wireless communication technologies grows
                together with the increase in the numbers of smart sensing interconnected devices
                and their application in complex systems. All these factors influenced the
                development of a variety of metering systems applicable in industry and new field
                services designed to improve the efficiency and productivity of utility sites,
                especially in the smart-grid infrastructure. These new services, among others, are
                the Smart Metering Utility Networks (SUN). SUNs enable multiple applications to
                operate over shared network resources, providing monitoring and control of utility
                systems. The scenarios of usage of SUNs include very large-scale, low-power wireless
                applications designed to use the maximum power available under applicable
                regulations. The technology should provide long-range, point-to-point connections
                and coverage of geographically widespread areas containing a large number of outdoor
                devices. Wireless SUN (Wi-SUN) networks are designed to enable wireless connectivity
                between smart-grid devices. Wi-SUN Alliance <xref ref-type="bibr" rid="r1">1</xref>
                is a consortium of global corporations and world leaders in Smart Utility, Smart
                City, and IoT Markets formed to improve utility networks using narrowband wireless
                technology. With the existence of a great number of applicable wireless technologies
                used to facilitate the growth of these systems, experiments on the usability of
                emerging technologies in industrial environments continue to have an important role.
                The IEEE 802.15.4 is a technical standard that defines the operation of Low-Rate
                Wireless Personal Area Networks (LR-WPANs). This standard is used as the basis for a
                group of network standards and protocols designed for wireless sensor networks. This
                standard has a high potential for implementation in smart metering and similar
                systems. In this article, the basic features of the emerging IEEE 802.15.4g SUN
                low-powered wireless network, its application scenarios, and performance analyses in
                the industrial environment are presented. </p>
        </sec>
        <sec sec-type="IEEE 802.15.4g AND SUN NETWORKS">
            <label>IEEE 802.15.4g AND SUN NETWORKS</label>
            <p>IEEE 802.15.4g <xref ref-type="bibr" rid="r2">2</xref> and IEEE 802.15.4e <xref
                    ref-type="bibr" rid="r3">3</xref> are amendments of IEEE 802.15.4-2011 <xref
                    ref-type="bibr" rid="r4">4</xref>. These amendments give additional enhancement
                in industrial application features and radio communications mechanism suited for a
                SUN. The inclusion of various functionalities such as robust multihop, power saving,
                interference detection/avoidance, and optimized physical layer design are also
                enabled with these standards <xref ref-type="bibr" rid="r5">5</xref>. These
                additions to the physical layer and MAC layer requirements made both standards more
                effective for applications in SUN. IEEE 802.15.4g targets usage scenarios in
                Neighbourhood Area Networks (NAN) too, for the environments where utility meters are
                deployed outdoor and form mesh/ad hoc networks <xref ref-type="bibr" rid="r6"
                    >6</xref>. Compared with the baseline standard, such usage scenarios present
                more technical challenges due to a harsher environment <xref ref-type="bibr"
                    rid="r7">7</xref>. The IEEE 802.15.4-2015 <xref ref-type="bibr" rid="r4"
                    >4</xref> standard revision dates from 2015. It includes three new physical
                layers targeted to SUN applications. The three layers are MR-FSK, MR-OQPSK, and
                MR-OFDM. MR stands for multi-rate multi-regional. The MR-FSK and MR-OQPSK
                modulations focus on maintaining backward compatibility with previous standards and
                commercially available transceivers, whereas the MR-OFDM focuses on adding
                robustness and improving spectrum efficiency at the physical layer <xref
                    ref-type="bibr" rid="r7">7</xref>. The IEEE 802.15.4g as revision defines the
                PHY specifications for outdoor networking environments, e.g. Wi-SUN. The frequency
                bands for this technology are 868 MHz (Europe), 915 MHz (USA), and 2,4 GHz ISM
                (global). Combining different parameter values (speed, bandwidth, etc.), this
                standard offers numerous options for PHY, and achievable speeds ranging from 6.25
                kbps to 800 kbps and frames up to 2 047 bytes <xref ref-type="bibr" rid="r2"
                    >2</xref>,<xref ref-type="bibr" rid="r8">8</xref>. Besides the data rates up to
                800 kbps, the IEEE 802.15.4g SUN specification supports a long communication range
                of several hundred meters and a reliable mesh-routing protocol, which is expected to
                be a promising solution for mesh sensor networks. It has been processed to offer a
                global standard that facilitates large-scale process control applications, such as
                smart-grid networks. This standard also provides application mainly to outdoor
                communications, and mechanisms to coexist with other systems in the same bands, such
                as the IEEE 802.11, IEEE 802.15, and 802.16. <xref ref-type="bibr" rid="r9"
                >9</xref>The Wi-SUN systems for the wide-area of the IoT are composed of two types
                of wireless stations, i.e. the devices and the coordinators. In the uplink (UL), the
                devices with sensors or meters transmit acquired data to the coordinators. In the
                downlink (DL), the coordinators send control signals to the devices. Although Wi-SUN
                systems support multi-hop transmission, from the viewpoint of running cost, the area
                in which the coordinators can communicate with the devices directly should be as
                wide as possible <xref ref-type="bibr" rid="r10">10</xref>. </p>
        </sec>
        <sec sec-type="APPLICATIONS OF IEEE 802.15.4g Wi-SUN">
            <label>APPLICATIONS OF IEEE 802.15.4g Wi-SUN</label>
            <p>The usage of the IEEЕ 802.15.4.g standard for smart metering and SUN as a part of a
                smart grid is presented in the article <xref ref-type="bibr" rid="r6">6</xref>. In
                other research <xref ref-type="bibr" rid="r1">8</xref>, the example of an
                application of IEEЕ 802.15.4g standard in healthcare systems, developed for health
                monitoring and data aggregation is given. The article <xref ref-type="bibr" rid="r11"
                    >11</xref> shows the application of the IEEE 802.15.4.g standard in
                environmental indoor monitoring systems for sensing temperature, humidity, CO2, and
                energy control. The article <xref ref-type="bibr" rid="r12">12</xref> presents the
                usage of IEEE 802.15.4g for OpenMote open-hardware prototyping ecosystems, which is
                used for the implementation of the Industrial Internet of Things (IIoT). In the
                research <xref ref-type="bibr" rid="r13">13</xref> the evaluation of IEEE 802.15.4g
                is given for environmental monitoring and it is proved that this standard can be
                used for outdoor operations with the ability to reduce the number of repeater nodes.
                In the same research, the usage of the IEEE 802.15.4g standard for monitoring,
                intrusion and fire detection, elevator monitoring, HVAC, and lighting management in
                Smart Building application is presented. The article <xref ref-type="bibr" rid="r5"
                    >5</xref> shows the usage of IEEE 802.15.4g in applications in outdoor
                environments for facilitating communication in SUN, machine-to-machine (M2M)
                networks, and sensor networks. In <xref ref-type="bibr" rid="r10">10</xref> a wide
                area Wi-SUN system is proposed based on IEEE 802.15.4g composed of a
                high-performance base station (BS) and terminal devices with sensors and meters. In
                the proposed system, the high-performance BS is developed as the coordinator, which
                is rich in power supply and calculation resources. In the DL, transmission power is
                enlarged, and in the UL, high gain directional antennas are used, e.g. the
                transmission power of the BS is around 10 dB more compared to other devices. In the
                same research, a method for measuring the performance of proposed systems during the
                field experiments in the urban area is presented. </p>
        </sec>
        <sec sec-type="PERFORMANCE ANALYSES OF IEEE 802.15.4g">
            <label>PERFORMANCE ANALYSES OF IEEE 802.15.4g</label>
            <p>Considering the potential of the IEEE 802.15.4g, the evaluation and analysis of the
                performance of standards are presented in this article. For the evaluation, the data
                set presented in <xref ref-type="bibr" rid="r7">7</xref> is used. The data set is
                available at <xref ref-type="bibr" rid="r14">14</xref>. During the evaluation, the
                three PHY layers are compared: SUN-FSK, SUN-OQPSK, and SUN-OFDM. The data set is
                collected during the experiment described in the same source <xref ref-type="bibr"
                    rid="r7">7</xref> in the industrial indoor environment. Eleven nodes are
                evaluated. The distances of the nodes from the receiver range from 34 to 273,5
                meters. The data set is evaluated in two ways. First, the measured Received Signal
                Strength Indicator (RSSI) data from each node are compared with the ITU Indoor
                Propagation model <xref ref-type="bibr" rid="r15">15</xref>. The estimated signal strength at the receiver side is
                calculated using the following formula:</p>
            <p> Prx = Ptx+Gtx+Grx –Lpl. (1)</p>
            <p> The parameters of the formula (1) are as follows: Prx is received power presented in
                dBm, Ptx is transmitter output power also in dBm, Gtx is transmitter antenna gain in
                dBi, Ltx is total transmitter losses in cable, connectors, etc. in dB, and Lpl is
                propagation loss or path loss also in dB, calculated with the formula (2). The ITU
                indoor propagation model uses the following formula <xref ref-type="bibr" rid="r15"
                    >15</xref> for calculating indoor propagation path loss Lpl in decibels
                [dB]:</p>
            <p> Lpl = 20·log10(f) + N·log10(d) +Lf(n) –28, (2)</p>
            <p> with the following parameters: N is the distance power loss coefficient, f is the
                frequency in MHz, d is the distance in meters, Lf(n) is the floor penetration loss
                factor in decibels, n is the number of floors between the transmitter and the
                receiver. The Lf(n) is omitted from the calculation because all nodes in the
                experiments were deployed at the same level. In <xref ref-type="bibr" rid="r15"
                    >15</xref> the recommended values for N are 22, 28, and 30. For the best fitting
                of the model, the range of values from 22 to 38 are used for N to achieve the
                highest accuracy in estimating signal strength. The best-fitting is determined with
                the use of the Root Mean Square Error (RMSE) value. </p>
        </sec>
        <sec sec-type="RESULTS">
            <label>RESULTS</label>
            <p>The results of the analyses are displayed in Fig. 1. The SUN-FSK is shown in Fig. 1
                a) with the best fitting for the value of N = 34, and the SUN-OFDM is shown in Fig.
                1 b) with the best fitting for the value of N = 31. <fig id="g1"
                    orientation="portrait" position="float">
                    <label>Figure 1. The accuracy of the ITU model with a) SUN-FSK and b) SUN-OFDM
                        modulation.</label>
                    <graphic xlink:href="indecs-20-250-g1.jpg"/>
                </fig> The fitting of the ITU indoor model with the different values for N and with
                resulting RSME in decibels is shown in Table 1. The SUN-FSK and SUN-OQPSK have
                similar results with the lowest RMSE with N = 34 when RMSE is around 4,6 dB.
                SUN-OFDM has the best fitting with N = 31 when the RMSE is 4,46 dB.</p>
            <p><table-wrap>
                <label>Table 1. The architecture of the learning system.</label>
                    <table border="1"
                        style="width:446.35pt;border-collapse:collapse;border:none;mso-border-alt:  solid windowtext .5pt;mso-yfti-tbllook:1184;mso-padding-alt:0cm 1.45pt 0cm 1.45pt;  mso-border-insideh:.5pt solid windowtext;mso-border-insidev:.5pt solid windowtext"
                        width="894">
                        <col width="13%"/>
                        <col width="27%"/>
                        <col width="26%"/>
                        <col width="17%"/>
                        <col width="18%"/>
                        <tbody>
                            <tr>
                                <td rowspan="1" colspan="1" align="center"><bold>No.</bold></td>
                                <td rowspan="1" colspan="1" align="center"
                                    ><bold>Modulation</bold></td>
                                <td rowspan="1" colspan="1" align="center"><bold>TX
                                    frequency</bold></td>
                                <td rowspan="1" colspan="1" align="center"><bold>N value</bold></td>
                                <td rowspan="1" colspan="1" align="center"><bold>RMSE</bold></td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">1</td>
                                <td rowspan="1" colspan="1" align="center">FSK</td>
                                <td rowspan="1" colspan="1" align="center">863.125</td>
                                <td rowspan="1" colspan="1" align="center">22</td>
                                <td rowspan="1" colspan="1" align="center">26,0868</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">2</td>
                                <td rowspan="1" colspan="1" align="center">FSK</td>
                                <td rowspan="1" colspan="1" align="center">863.125</td>
                                <td rowspan="1" colspan="1" align="center">28</td>
                                <td rowspan="1" colspan="1" align="center">13,9049</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">3</td>
                                <td rowspan="1" colspan="1" align="center">FSK</td>
                                <td rowspan="1" colspan="1" align="center">863.125</td>
                                <td rowspan="1" colspan="1" align="center">30</td>
                                <td rowspan="1" colspan="1" align="center">10,0506</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">4</td>
                                <td rowspan="1" colspan="1" align="center">FSK</td>
                                <td rowspan="1" colspan="1" align="center">863.125</td>
                                <td rowspan="1" colspan="1" align="center">34</td>
                                <td rowspan="1" colspan="1" align="center">4,6304</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">5</td>
                                <td rowspan="1" colspan="1" align="center">OQPSK</td>
                                <td rowspan="1" colspan="1" align="center">868.3</td>
                                <td rowspan="1" colspan="1" align="center">22</td>
                                <td rowspan="1" colspan="1" align="center">26,0357</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">6</td>
                                <td rowspan="1" colspan="1" align="center">OQPSK</td>
                                <td rowspan="1" colspan="1" align="center">868.3</td>
                                <td rowspan="1" colspan="1" align="center">28</td>
                                <td rowspan="1" colspan="1" align="center">13,8555</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">7</td>
                                <td rowspan="1" colspan="1" align="center">OQPSK</td>
                                <td rowspan="1" colspan="1" align="center">868.3</td>
                                <td rowspan="1" colspan="1" align="center">30</td>
                                <td rowspan="1" colspan="1" align="center">10,0037</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">8</td>
                                <td rowspan="1" colspan="1" align="center">OQPSK</td>
                                <td rowspan="1" colspan="1" align="center">868.3</td>
                                <td rowspan="1" colspan="1" align="center">34</td>
                                <td rowspan="1" colspan="1" align="center">4,6219</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">9</td>
                                <td rowspan="1" colspan="1" align="center">OFDM</td>
                                <td rowspan="1" colspan="1" align="center">863.425</td>
                                <td rowspan="1" colspan="1" align="center">22</td>
                                <td rowspan="1" colspan="1" align="center">20,199</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">10</td>
                                <td rowspan="1" colspan="1" align="center">OFDM</td>
                                <td rowspan="1" colspan="1" align="center">863.425</td>
                                <td rowspan="1" colspan="1" align="center">28</td>
                                <td rowspan="1" colspan="1" align="center">8,3934</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">11</td>
                                <td rowspan="1" colspan="1" align="center">OFDM</td>
                                <td rowspan="1" colspan="1" align="center">863.425</td>
                                <td rowspan="1" colspan="1" align="center">30</td>
                                <td rowspan="1" colspan="1" align="center">5,2909</td>
                            </tr>
                            <tr>
                                <td rowspan="1" colspan="1" align="center">12</td>
                                <td rowspan="1" colspan="1" align="center">OFDM</td>
                                <td rowspan="1" colspan="1" align="center">863.425</td>
                                <td rowspan="1" colspan="1" align="center">31</td>
                                <td rowspan="1" colspan="1" align="center">4,4611</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>The second approach in comparison of three different PHY layers is
                the analysis of the variations of signal strength of nodes 5 653 and 630a. Two nodes
                are selected as the closest (5 653) and furthest (630a) nodes from the receiver. The
                distribution of RSSI per packet of those two nodes is shown in Fig. 2 for node 5 663
                and in Fig. 3 for node 630a, for FSK, OQPSK and OFDM respectively. <fig id="g2"
                    orientation="portrait" position="float">
                    <label>Figure 2. The RSSI of packets of node 5 653 a) SUN-FSK b) SUN-OQPSK c)
                        SUN-OFDM.</label>
                    <graphic xlink:href="indecs-20-250-g2.jpg"/>
                </fig> In Fig. 2 and Fig. 3 it can be seen that the packet RSSI distribution differs
                for all three modulations. The standard deviation of RSSI for node 5 653 is 5,0187
                dB for SUN-FSK, 5,0663 dB for SUN-OQPSK, and 4,7193 dB for SUN-OFDM. Node 5653 is
                deployed at a distance of 34 m from the receiver. The difference between the maximal
                and minimal RSSI values is 43 dB for SUN-FSK, 44 dB for SUN-OQPSK, and 30 dB for
                SUN-OFDM. <fig id="g3" orientation="portrait" position="float">
                    <label>Figure 3. The RSSI of packets of node 630a a) SUN-FSK b) SUN-OQPSK c)
                        SUN-OFDM.</label>
                    <graphic xlink:href="indecs-20-250-g3.jpg"/>
                </fig> The distance between the node 630a and the receiver is 273,5m. The standard
                deviation of RSSI is 3,5661 dB for SUN-FSK, 3,9341 dB for SUN-OQPSK, and 1,5061 dB
                for SUN-OFDM. The difference between the maximal and minimal RSSI values is 23 dB
                for SUN-FSK, 25 dB for SUN-OQPSK, and 15 dB for SUN-OFDM. </p>
        </sec>
        <sec sec-type="CONCLUSIONS">
            <label>CONCLUSIONS</label>
            <p>This article deals with the performance analyses of the IEEE 802.15.4g Wi-SUN and its behavior in industrial applications. The third-party dataset is used for the analyses. The analyzed data contain the RSSI of received packets and the distance between transmitter and receiver. For the analyses, the comparison of collected data with the ITU indoor propagation model is made. The ITU model shows great accuracy in the estimation of the received signal strength (RSSI) for given locations and experimental environments. The distribution of received packet strengths, as well as the values of standard deviation, indicate that the IEEE 802.15.4g Wi-SUN technology is highly applicable for industrial scenarios. This research and its results will be used as a motivation for authors to make further analyses and experimentation with the IEEE 802.15.4g technology.</p>
        </sec>
    </body>
    <back>
        <ack xml:lang="en">
            <title>ACKNOWLEDGMENT</title>
            <p>This research is supported by the Ministry of Education, Science and Technological Development of the Republic of Serbia under the project number TR32044 “The development of software tools for business process analysis and improvement,” 2011-2020.</p>
        </ack>     
        <ref-list>
            <ref id="r1">
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