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1.	Bagchi, Satyajit, et al. (author) Application of ZUPT-Aided INS to Indoor Localization of Tightening Tools 2018 In: Procedia Manufacturing. - : Elsevier B.V.. - 2351-9789. ; , s. 565-569 Conference paper (peer-reviewed)abstract This paper presents the application of zero velocity detectors in the field of indoor positioning for industrial tightening tools particularly in tandem with an extended Kalman filter to achieve reliable estimates in position. Inertial measurement units are promising devices to use in positioning systems. Data has been collected from IMU while moving in a predefined trajectory on a tightening test rig and post-processed in MATLAB using the implemented algorithms and the results are presented. They indicate that the error accumulation can be effectively controlled to 25 cm/min for the commercial grade IMU and 15 cm/min for the navigation grade IMU.
2.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Business Process Modeling for Domain Inbound Logistics System : Analytical Perspective with BPMN 2.0 2013 In: Journal of Basic and Applied Scientific Research. - : Textroad. - 2090-4304. ; 3:9, s. 569-578 Journal article (peer-reviewed)abstract Among different Business Process Management strategies and methodologies, one common feature is to captureexisting processes and representing the new processes adequately. Business Process Modelling (BPM) plays acrucial role on such an effort. This paper proposes a “to-be” inbound logistics business processes model usingBPMN 2.0 standard specifying the structure and behaviour of the system within the SME environment. Thegeneric framework of inbound logistics model consists of one main high-level module-based system namedOrder System comprising of four main sub-systems of the Order core, Procure, Auction, and Purchase systems.The system modelingis elaborately discussed to provide a business analytical perspective from various activitiesin inbound logistics system. Since the main purpose of the paper is to map out the functionality and behaviour ofLogistics system requirements, employing the model is of a great necessity on the future applications at systemdevelopment such as in the data modelling effort. Moreover, employing BPMN 2.0 method and providingexplanatory techniques as a nifty guideline and framework to assist the business process practitioners, analystsand managers at identical systems.
3.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Business Process Modeling for Domain Outbound Logistics System: Analytic Perspective with BPMN 2.0 2013 In: World Applied Sciences Journal. - : IDOSI publications. - 1818-4952 .- 1991-6426. ; 28:3, s. 367-377 Journal article (peer-reviewed)abstract This paper proposes a generic"to-be" business processes model for domain highest-level outbound logistics system representing the possible alternative structure and behaviour of the system in respect to x-party logistics services applicable in Small-to-medium sized enterprises. The generic framework of outbound logistics model consists of one main modular system named as the Shipping System including five internal sub-systems of the shipping core, shipping requirement, First Party Logistics (1PL), Third Party Logistics (3PL) and Customer Relationship Management (CRM) systems. The shipping system business process model supports all outbound logistics activities interacting with the customer, 3PL provider and other back office systems such as order system and inventory system. The modelling procedure is elaborately discussed to provide a business analytical view from various activities within the outbound logistics system. Moreover, the model provides essential knowledge input for system development and improvement through capturing all significant highest-level business process and sub-processes and revealing potential automation capabilities on data capturingas well as the process monitoring.
4.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Business Process Modeling in Production Logistics : Complementary Use of BPMN and UML 2013 In: Middle East Journal of Scientific Research. - : International Digital Organization for Scientific Information. - 1990-9233. ; 15:4, s. 516-529 Journal article (peer-reviewed)abstract This paper investigates the suitability and sufficincy of BPMN language in business processmodelling. Production logistics system is modeled at the highest domain level using case study in carcomponent industry to examine the language in every aspect. Modelling is carried out in a modular basis forthree main sub-systems generally using BPMN 2.0. Complementary use of other modeling tool to cover all thecritical flows of objects and associate data in modeling was seen necessary and addressed using UML activitydiagrams employing the specific capability of modeling the material flow and semantics. Modeling the flow ofobjects provides the comprehensive perspective of the whole system and fulfill the need of capturing allundepicted object flows as well as processes and data which may not be sheerly covered using the BPMN. Theproposed models provides great beneficial referentiality for modelers, analyists and actual practitioners oflogistics activities. The significant explanatory description and strategy are the key feature of the paper tofollow using state-of-the- art modeling tool of BPMN 2.0 and UML.
5.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Data modeling of traceability information for manufacturing control system 2009 In: Proceedings - 2009 International Conference on Information Management and Engineering, ICIME 2009. - Kuala Lumpur : IEEE Computer Society Digital Library. - 9780769535951 ; , s. 633-637 Conference paper (peer-reviewed)abstract This paper focuses on data modeling for traceability in information layer of manufacturing control system. The model is able to trace all associated data throughout the product manufacturing from order to final product. Applicability of designed data-model is enhanced with traceability of associated quality data for the system dynamically. The modeling consisted of four steps, mapped successfully and integrated in one final framework. Techniques and procedures of the modeling are explained along with business relationships. Data model expression based on entity-relationships modeling is proposed. The developed model promises to handle fundamental issues of a traceability system effectively. It supports for customization and real-time control of material in flow in all quality and production operation processes. Recording deviations and assessing their impact become easier. Through enhanced visibility and dynamic store/retrieval of data, all traceability usages and applications is responded. Designed solution is initially applicable in identical lot-base traceability of material in flow cases as a reference data model.
6.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Extending Quality Data for Lot-based Traceability System in SME 2010 In: Proceedings 2010 International Symposium on Information Technology - System Development and Application and Knowledge Society, ITSim'10. - : IEEE Computer Society Digital Library. - 9781424467181 ; , s. 1158-1163 Conference paper (peer-reviewed)abstract This paper addressed extending quality data in lot-based traceability information system through modeling and evaluation which is purposely designed for small-to-medium size enterprise (SMEs). The solution translates the system behavior and value data arisen from traceability requirement into useful and organized computerized information system. Easy- understanding and economic approach in design and implementation meets conditions of SME environment. The designed information system through data query evaluates the functionality of quality data dynamically.
7.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Inbound Logistics Data Transaction System Modeling in SME : Transition from BPM to Data Modeling 2013 In: World Applied Sciences Journal. - : IDOSI Publications. - 1818-4952 .- 1991-6426. ; 24:6, s. 772-783 Journal article (peer-reviewed)abstract This study focuses on capturing all process-based data transaction system for the highest level ofabstraction in inbound logistics activities in SME environment. As a business process modelling toolobjective to provide better understanding and analytical view of the system, Data Flow Diagrams (DFD) arechosen due to the specific features of depicting the information movement and a complete set of diagrams aregenerated including the Context, Level 0 and Level 1 diagrams. The proposed DFDs for inbound logisticssystem provide transitional views for the system which is not easily achievable merely through businessprocess modelling (BPM) at identification of data dependencies, system components and data bundlespecification details required for an object-oriented and module-based conceptual and logical data modellingeffort. As the results, all system components as well as all data repositories and data bundles to be used indatabase blueprint design and messaging and notification system development are identified.
8.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Inventory System and Functionality Evaluation for Production Logistics 2013 In: Journal of Theoretical and Applied Information Technology. - : JATIT & LLS. - 1992-8645 .- 1817-3195. ; 54:3, s. 377-387 Journal article (peer-reviewed)abstract This paper addressed a comprehensive modelling and functionality requirement evaluation of perpetual production logistics inventory system for small-to-medium enterprises. The main idea is to analyse the system behaviour and data transactions invoked by a module-based inventory system using business process modelling and object-oriented data modelling techniques. The paper explains through the methodology and modelling procedure which eventually leads to a computerized inventory information system as a module able to be integrated with other back office systems in production logistics. The system is able to manipulate all inbound warehousing operations including docking, storing, and retrieval data as well as actual inventory SKU balance dynamically to keep the inventory data instantly up-to-date and in real-time. The functionality of the solution is evaluated based on the identified inventory system requirements responding to all inventory controlling of receiving, allocating, load balancing, and traceability linking through different types of lookups and data queries.
9.	Khabbazi, Mahmood Reza, et al. (author) Model-based Plug & Produce in Assembly Automation 2023 In: 2023 IEEE 28th International Conference on Emerging Technologies and Factory Automation (ETFA). - : IEEE. - 9798350339918 - 9798350339901 - 9798350339925 Conference paper (peer-reviewed)abstract Manual assembly systems are featured with high flexibility but with the risk of lower quality, higher cycle time, inefficient resource employment, and affecting sustainability goals in comparison to fully automated ones. Conventional automated assembly is challenged by the desired level of flexibility when compared to what automation through Plug & Produce system represents. Plug and Produce, during the last few decades aimed at addressing highly flexible automation systems handling rapid changes and adaptations as one dominant solution. Multi-agent System (MAS) as a tool to handle different areas of manufacturing control systems can be used in Plug & Produce representing every physical control entity (e.g., parts, resources) as agents. This article aims to describe a model-based configurable multi-agent design in Plug and Produce system together with a prototype implementation of the actual automated assembly use case of a kitting operation highlighting flexibility and reconfigurability and the model functionality. A model-based approach with a few models using UML standards describes the structure and behavior of the system. Model instantiation is introduced and followed by real prototype use case implementation. The use case study of advanced automated kitting operation in the assembly automation domain has been selected. Agent-based operation control systems have been applied during the assembly process. The evaluation was accomplished by testing several scenarios on Plug & Produce for kitting operation. To conclude, several desirable functionality features of the framework during the demonstration such as rapid instantiation and adaptation, and in particular, the flexibility features have been examined and evaluated with several failure-handling testing scenarios. © 2023 IEEE.
10.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Modeling of traceability information system for material flow control data 2010 In: Australian Journal of Basic and Applied Sciences. - : INSInet Publication. - 1991-8178 .- 2309-8414. ; 4:2, s. 208-216 Journal article (peer-reviewed)abstract This paper focuses on data modeling for traceability of material/work flow in informationlayer of manufacturing control system. The model is able to trace all associated data throughout theproduct manufacturing from order to final product. Dynamic data processing of Quality and Purchaseactivities are considered in data modeling as well as Order and Operation base on lots particulars. Themodeling consisted of four steps and integrated as one final model. Entity-Relationships Modeling asdata modeling methodology is proposed. The model is reengineered with Toad Data Modeler softwarein physical modeling step. The developed model promises to handle fundamental issues of atraceability system effectively. It supports for customization and real-time control of material in flowin all levels of manufacturing processes. Through enhanced visibility and dynamic store/retrieval ofdata, all traceability usages and applications is responded. Designed solution is initially applicable asreference data model in identical lot-base traceability system.
11.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Module-based QIS Modeling for Production Logistics in SME 2014 In: Research Journal of Applied Sciences, Engineering and Technology. - : Maxwell Scientific Organization. - 2040-7459 .- 2040-7467. ; 7:1, s. 183-190 Journal article (peer-reviewed)abstract This study proposes an object-oriented modelling for the quality information system as a module able to be integrated with other production logistics back office systems. Using the UML modelling tools such as component and class diagrams, the model addresses the highest level quality business processes and data structure as well as all identified providing and depending interfaces and the messaging system in a module-based framework design. The methodology and adopted procedures are explained in details of which provide a better understanding of the modelling and the possibility for the lower-levels quality data extensions following the same framework. The model is able to manipulate all quality control data for purchasing, production and remedy operation in a lot-based make-to-order production system within a defined module.
12.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Object-oriented Design Framework for Stock Keeping Unit Generating System 2013 In: Jurnal Teknologi. - : Penerbit UTM Press. - 2180-3722 .- 0127-9696. ; 63:1, s. 81-86 Journal article (peer-reviewed)abstract This paper proposes an object-oriented design for generating Stock Keeping Unit coding system. Through recognition and analysis of the inventory item particulars and conceptualizing the important classes as one package, the framework is developed in a modular-basis able to be integrated with other parts of the system. Using UML class and package diagram as of the best practice in object-oriented, conducting the analysis and design is elaborately discussed. A prototype implementation is carried out to support the designed framework over its applicability at a modular information system. Moreover, the item particular package with unique and organized SKU numbering system efficiently supports the fundamental need of item identification at inventory control operations and classification and guarantees different types of reports and lookups.
13.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Object-oriented Modelling for Module-based Production Logistics Inventory System 2013 In: Australian Journal of Basic and Applied Sciences. - 1991-8178 .- 2309-8414. ; 7:7, s. 555-562 Journal article (peer-reviewed)abstract This paper proposes module-based object-oriented data models for inventory systemfocusing on the production logistics business processes. It expounds the methodology and modellingprocedure to provide the inventory system requirements. Through warehousing business processanalysis for production logistics and based on the object-oriented technique in a modular basis, thedomain and entity class diagrams are modelled. Through identifying all the required and realizingsystem interfaces, the system is able to be integrated with other back office systems. The model is ableto manipulate all warehousing operation data including receiving, storing, retrieval, allocations andtraceability, and load balancing for actual inventory stock keeping units in real-time to support quickdecision making with minimum efforts and or errors.
14.	Khabbazi, Mahmood Reza, 1972-, et al. (author) Process-based material workflow modeling in inbound logistics : modeling tools evaluation 2014 In: Middle East Journal of Scientific Research. - : IDOSI Pubilcations. - 1990-9233 .- 1999-8147. ; 20:12, s. 1699-1708 Journal article (peer-reviewed)abstract This paper evaluates the suitability of the workflow modeling tools through process-based materialworkflow perspective. A case example in inbound logistics system of “Resource Reception” workflow at thehighest domain abstract level is examined with four nominated workflow modeling standards of Data FlowDiagram (DFD), Event-based Process Control (EPC), Business Process Model and Notation (BPMN) andUnified Modeling Language (UML) Activity Diagrams (AD). Focusing on the physical object diagramingsyntax and semantics, the essential factors of the flows, consumption pattern and states for physical objectsas well as readability, easiness and comprehensiveness of the modeling tools were discussed throughout themodeling development. The models and comparative evaluation results clearly demonstrates the superiorityand advantages of using UML Ads at the workflow modeling providing an extensive view of the whole systemfunctionalities and behavior fulfilling the necessity of capturing any undepicted entity that might hold the keyof improvement in Business Process Management (BPM).
15.	Mahmood Reza, Khabbazi, 1972-, et al. (author) Assembly Feature Data Instance Modeling : Prototype Implementation and Outputs 2017 In: 2017 INTERNATIONAL CONFERENCE ON MECHANICAL, SYSTEM AND CONTROL ENGINEERING (ICMSC). - : IEEE. - 9781509065301 ; , s. 343-347 Conference paper (peer-reviewed)abstract This paper introduces the assembly feature data schema instance modeling to pre-examine the schema functionality and output- as the preliminary step for data modeling. In order to link assembly with product design, it is essential to determine which entities of product design are involved at the automated assembly planning and operations. It is possible to assign meaningful attributes (assembly features) to the part model entities in a systematic and structured way. Using object-oriented design, the assembly feature data structure and its relationships are modeled. As a part of the research on product and assembly system data integration within the evolvable production system platform, the instance models for proposed assembly feature data structure provide a deeper understanding and error reduction that might possibly occur at the development of the database. Moreover through instance modeling, the assembly feature data query output format from the database prototype is simulated. An industrial assembly model example with its 3DPart models is chosen to demonstrate the realized assembly feature data set with string data type. The models support the desired simplicity at the database prototype implementation. The output format envisions the interoperability factor between product models and the assembly planning systems.
16.	Mahmood Reza, Khabbazi, 1972-, et al. (author) Lot-based traceability requirements and functionality evaluation for Small-to-medium size enterprises 2011 In: International Journal of Production Research. - : Informa UK Limited. - 0020-7543 .- 1366-588X. ; 49:3, s. 731-746 Journal article (peer-reviewed)abstract This paper addressed a data modelling and functionality evaluation of traceability system requirements and its implementation for small- to medium-sized enterprises (SMEs). The major idea is to convert the data structure and system behaviour arising from traceability requirement into modelling using data modelling techniques in a user-friendly and economical way. Then, based on a case study the paper expounds the methodology by implementing the model to a computerised traceability information system. The system can manipulate operation data as well as quality data dynamically to keep the traceability information up to date and useful. The solution responds to all traceability requirements of integrity, data collecting, linking, and guarantees different types of lists and reports in the support of quick decision making with minimal human efforts.
17.	Mahmood Reza, Khabbazi, 1972-, et al. (author) Module-based Quality System Functionality Evaluation in Production Logistics 2016 In: Journal of Industrial Engineering and Management. - : OmniaScience. - 2013-8423 .- 2013-0953. ; 9:2, s. 310-329 Journal article (peer-reviewed)abstract Purpose: This paper addresses a comprehensive modeling and functionality evaluation of amodule-based quality system in production logistics at the highest domain abstract level ofbusiness processes.Design/methodology/approach: All domain quality business processes and quality datatransactions are modeled using BPMN and UML tools and standards at the business process anddata modeling. A modular web-based prototype is developed to evaluate the models addressingthe quality information system functionality requirements and modularity in production logisticsthrough data scenarios and data queries.Findings: Using the object-oriented technique in design at the highest domain level, theproposed models are subject further development in the lower levels for the implementing case.The models are specifically able to manipulate all quality operations including remedy and controlin a lot-based make-to-order production logistics system as an individual module.Practical implications: Due to the specification of system as domain design structure, allproposed BPMs, data models, and the actual database prototype are seen referential if not asolution as a practical “to-be” quality business process re-engineering template. Originality/value: this paper sets out to provide an explanatory approach using differentpractical technique at modeling steps as well as the prototype implementation.
18.	Mahmood Reza, Khabbazi, 1972-, et al. (author) Object-oriented design of product assembly feature data requirements in advanced assembly planning 2018 In: Assembly Automation. - : Emerald Group Publishing Limited. - 0144-5154 .- 1758-4078. ; 38:1, s. 97-112 Journal article (peer-reviewed)abstract Purpose - This paper introduces a schema for the product assembly feature data in an object-oriented and module-based format using Unified Modeling Language (UML). To link production with product design, it is essential to determine at an early stage which entities of product design and development are involved and used at the automated assembly planning and operations. To this end, it is absolutely reasonable to assign meaningful attributes to the parts' design entities (assembly features) in a systematic and structured way. As such, this approach empowers processes such as motion planning and sequence planning in assembly design. Design/methodology/approach - The assembly feature data requirements are studied and definitions are analyzed and redefined. Using object-oriented techniques, the assembly feature data structure and relationships are modeled based on the identified requirements as five UML packages (Part, three-dimensional (3D) models, Mating, Joint and Handling). All geometric and non-geometric design data entities endorsed with assembly design perspective are extracted or assigned from 3D models and realized through the featured entity interface class. The featured entities are then associated (used) with the mating, handling and joints features. The AssemblyFeature interface is realized through mating, handling and joint packages related to the assembly and part classes. Each package contains all relevant classes which further classify the important attributes of the main class. Findings - This paper sets out to provide an explanatory approach using object-oriented techniques to model the schema of assembly features association and artifacts at the product design level, all of which are essential in several subsequent and parallel steps of the assembly planning process, as well as assembly feature entity assignments in design improvement cycle. Practical implications - The practical implication based on the identified advantages can be classified in three main features: module-based design, comprehensive classification, integration. These features help the automation and solution development processes based on the proposed models much easier and systematic. Originality/value - The proposed schema's comprehensiveness and reliability are verified through comparisons with other works and the advantages are discussed in detail.
19.	Massouh, Bassam, et al. (author) Online Hazard Detection in Reconfigurable Plug & Produce Systems 2024 In: Flexible Automation and Intelligent Manufacturing: Establishing Bridges for More Sustainable Manufacturing Systems.. - : Springer Nature. - 9783031382406 - 9783031382413 ; , s. 889-897 Conference paper (peer-reviewed)abstract Plug & Produce is a modern automation concept in smart manufacturing for modular, quick, and easy reconfigurable production. The system’s flexibility allows for the configuration of production with abstraction, meaning that the production resources participating in a specific production plan are only known in the online phase. The safety assurance process of such a system is complex and challenging. This work aims to assist the safety assurance when utilizing a highly flexible Plug & Produce concept that accepts instant logical and physical reconfiguration. In this work, we propose a concept for online hazard identification of Plug & Produce systems, the proposed concept, allows for the detection of hazards in the online phase and assists the safety assurance as it provides the hazard list of all possible executable alternatives of the abstract goals automatically. Further, it combines the safety-related information with the control logic allowing for safe planning of operations. The concept was validated with a manufacturing scenario that demonstrates the effectiveness of the proposed concept.
20.	Mirsanei, H.S., et al. (author) A simulated annealing algorithm approach to hybrid flow shop scheduling with sequence-dependent setup times 2011 In: Journal of Intelligent Manufacturing. - : Springer Science and Business Media LLC. - 0956-5515 .- 1572-8145. ; 2:6, s. 956-978 Journal article (peer-reviewed)abstract One of the scheduling problems with various applications in industries is hybrid flow shop. In hybrid flow shop, a series of n jobs are processed at a series of g workshops with several parallel machines in each workshop. To simplify the model construction in most research on hybrid flow shop scheduling problems, the setup times of operations have been ignored, combined with their corresponding processing times, or considered non sequence-dependent. However, in most real industries such as chemical, textile, metallurgical, printed circuit board, and automobile manufacturing, hybrid flow shop problems have sequence-dependent setup times (SDST). In this research, the problem of SDST hybrid flow shop scheduling with parallel identical machines to minimize the makespan is studied. A novel simulated annealing (NSA) algorithm is developed to produce a reasonable manufacturing schedule within an acceptable computational time. In this study, the proposed NSA uses a well combination of two moving operators for generating new solutions. The obtained results are compared with those computed by Random Key Genetic Algorithm (RKGA) and Immune Algorithm (IA) which are proposed previously. The results show that NSA outperforms both RKGA and IA.
21.	Mosa, Waddah, et al. (author) Software-supported Hazards Identification for Plug & Produce Systems 2024 In: Flexible Automation and Intelligent Manufacturing: Establishing Bridges for More Sustainable Manufacturing Systems. - : Springer Nature. - 9783031382406 - 9783031382413 ; , s. 603-610 Conference paper (peer-reviewed)abstract This paper presents a model-based safety software that performs Hazard Identification (HI) for Plug&Produce (P&P) systems automatically. P&P systems, inspired by Plug&Play in computers, aim to integrate devices and tools into the manufacturing system with minimum integration efforts and costs. When plugging a new resource, it will exchange all the required information with the manufacturing system and be ready to operate within minutes rather than days or weeks. One of the challenges that face this concept is performing proper risk assessment after each change in the system. Therefore, the risk assessment needs to be automated as much as possible. This paper is about automating one risk assessment step: Hazard Identification. A new safety model is designed to identify hazards. The presented software analyses this model by implementing a novel algorithm that uses lookup tables to cover various possible hazards when resources work together. This software will support the risk reduction team by drastically reducing the time needed for HI and being ready for the next steps in risk analyses. Automating identifying hazards is an essential step towards automating the entire risk assessment process and achieving safe P&P systems.
22.	Mousavi, S. A., et al. (author) Three-Dimensional Finite Element Analysis of GaPO4/Pt Surface Acoustic Wave Resonator Based on Cell Model 2009 In: International Review on Modeling and Simulations. - Italy : Praise Worthy Prize. - 1974-9821 .- 1974-983X. ; 2:4, s. 426-432 Journal article (peer-reviewed)abstract This paper present a three-dimensional finite element method for the one-port surface acoustic wave resonator base on GaPO4 with 5° cut for high frequency application. Interdigital transducer is assumed a thin film platinum with chromium as an under-layer material. The simulated frequency response and wave propagation are obtained under base cell model at 433.92 MHz centre frequency under ISM band. Frequency responses versus impedance are compared and verify with the known result in literature. The results show that the total displacements are vanished at a distance of about 2 to 3 wavelength from the surface. As expected, the X and Y displacement are 90°out-of-phase with each other. It is observed that the mass loading effect is suitable for prediction of resonant frequency. It is Q found that the factor value is larger than 1000 and the mode shapes for resonant and anti-resonant condition are different at two edges of stop-band.
23.	Taei Zadeh, Ali, et al. (author) A Systematic Input Selection for Service Identification in SMEs 2012 In: Journal of Applied Sciences. - : Asian Network for Scientific Information. - 1812-5654 .- 1812-5662. ; 12:12, s. 1232-1244 Journal article (peer-reviewed)abstract Service-oriented Architecture (SOA) as an ideal architecture to support today’s business challenges such as agility and flexibility acts like a bridge between IT and business domains. There are intensified SOA applications at large enterprises. However, small and medium enterprises cannot obtain SOA benefits due to the lack of compatible solutions of SOA implementation challenges. Service identification is the first step in service modeling that extracts services as building blocks of SOA. Determining suitable inputs for SME service identification based on their conditions is a key factor for developing related identification method. This paper proposes SME based criteria to evaluate current inputs of service identification. To assess the inputs that are collected from variety of sources a mapping process between enterprise goals and collected inputs is presented.

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