Vor dem Hintergrund der Digitalisierung in der Hochschulbildung, insbesondere ihrer didaktisch- methodischen, technischen und organisatorischen Implementierung und ihrer Integration in geeignete Lernmanagementsysteme, beschäftigt sich das vorliegende Paper mit dem Lernen von Studierenden in und mit digitalen Medien sowie der kollaborativen Wissensarbeit im Rahmen eines Crowdfunding-Projekts für Jugendliche. Im vorgestellten Lehrpraxisbeispiel wird ein Flipped-Classroom-Konzept kombiniert mit einem Community-based Service Learning-Ansatz umgesetzt, um die Vermittlung digitaler Kompetenzen mit einer fachlich-inhaltlichen Wissensvertiefung im Bereich alternativer Finanzierungsformen im Management von Einrichtungen der Sozialen Arbeit einerseits und dem gesellschaftlichen Engagement der Studierenden andererseits zu verknüpfen.

Whenever a student submits their final version of their thesis, a series of processes is triggered to finalize and archive the report. These processes are often handled in a less than efficient way which results in excessive manual labor and costs that can be prevent if automated. This report describes a solution that automates the series of processes that occur following a final thesis report submission. By utilizing the available information in a Canvas course and the content in the submitted thesis much of the manual cut-and-paste effort is avoided. Entering this data into DiVA is done by automated interaction via a browser, as DiVA does not have an application programming interface that could be used. The conclusion is that it is possible to automate this process through a headless browser. However, the automated parsing of the PDF version of the thesis proven to be inconsistent which results in the extracted data being inconsistent. With some improvements to the parsing module, the entire process could be fully automated. / Varje gång en student skickar in sin slutgiltiga version av sitt examensarbete, utlöses en serie av processer för att slutföra och arkivera examensarbetet. Dessa processer hanteras ofta på ett mindre än effektivt sätt vilket resulterar i extra mycket manuellt arbete och kostnader som kan förhindras ifall de automatiseras. Denna uppsats beskriver en lösning som automatiserar serien av processer som inträffar efter att ett slutgiltigt examensarbete har godkänts. Genom att använda tillgänglig information i en Canvas-kurs och innehållet i det inlämnade examensarbetet undviks mycket av den manuella ”klipp-och-klistra”-insatsen. Inmatning av den relevanta data från examensarbetet måste göras via automatiserad interaktion via en webbläsare i DiVA, eftersom DiVA inte hade ett API som kunde användas. Slutsatsen är att det är möjligt att automatisera detta genom en huvudlös webbläsare, även om modulen som behandlar PDF har visat sig vara inkonsekvent vilket i sin tur har resulterat i att den automatiska interaktionen är inkonsekvent. Med några optimeringar i analysmodulen kan hela processen automatiseras.

Esta tese propõe conceitos, processos e uma arquitetura de sistemas para Monitoração e Acompanhamento da Aprendizagem Eletrônica (MAAE). A arquitetura é definida pelo seu modelo conceitual, pela interação com os serviços externos e pela representação XML dos conceitos e dos serviços. Ela independe de abordagem pedagógica específica. O Ponto de Observação é inserido em vários locais do Conteúdo da Aprendizagem Eletrônica. Um Elemento de Observação é associado ao Ponto de Observação, e é o responsável pela captura das interações do Processo de Aprendizagem Eletrônica. O Agenciador de Observação (Agenciador de Monitoração e Acompanhamento da Aprendizagem Eletrônica) recebe os eventos e solicitações dos Elementos de Observação e interage com os serviços externos. Os eventos são gravados no Repositório de Observação. A definição dos Processos de Aprendizagem Eletrônica é útil para a definição da estratégia de monitoração (Modelagem do Processo da Aprendizagem Eletrônica). Através da inserção dos mecanismos de observação nas Atividades de Aprendizagem (Processo da Produção do Conteúdo de Aprendizagem Eletrônica) é feita a monitoração do aprendiz (Processo da Aprendizagem Eletrônica) e se obtém as informações para análise (Avaliação e Análise da Aprendizagem Eletrônica). / This thesis proposes concepts, processes and a system architecture for Monitoring and Tracking E-Learning. The architecture is defined by a conceptual model, the interaction with external services and representation XML of the concepts and the services. It does not depend on any specific pedagogical boarding. The Monitoring Point is inserted in some places of the E-Learning Content. A Monitoring Element is associated to the Monitoring Point and it is for responsible of one of the interactions of the E-Learning Process. The Monitoring Service (E-Learning Monitoring and Following Service) receives the events and requests from the Monitoring Elements and it interacts with the external services. The events are recorded in the Monitoring Repository. The E-Learning Processes definition is useful to modeling the monitoring strategy (Learning Process Modeling), and insert to the monitoring mechanisms in the E-Learning Activities (Learning Content Production Process). The learner interaction monitoring occurs by getting the information according to the previous planning (Learning Process), and the generated information (Learning Analysis and Evaluation Process) is used in the analysis of learning tracking.

Esta tese propõe conceitos, processos e uma arquitetura de sistemas para Monitoração e Acompanhamento da Aprendizagem Eletrônica (MAAE). A arquitetura é definida pelo seu modelo conceitual, pela interação com os serviços externos e pela representação XML dos conceitos e dos serviços. Ela independe de abordagem pedagógica específica. O Ponto de Observação é inserido em vários locais do Conteúdo da Aprendizagem Eletrônica. Um Elemento de Observação é associado ao Ponto de Observação, e é o responsável pela captura das interações do Processo de Aprendizagem Eletrônica. O Agenciador de Observação (Agenciador de Monitoração e Acompanhamento da Aprendizagem Eletrônica) recebe os eventos e solicitações dos Elementos de Observação e interage com os serviços externos. Os eventos são gravados no Repositório de Observação. A definição dos Processos de Aprendizagem Eletrônica é útil para a definição da estratégia de monitoração (Modelagem do Processo da Aprendizagem Eletrônica). Através da inserção dos mecanismos de observação nas Atividades de Aprendizagem (Processo da Produção do Conteúdo de Aprendizagem Eletrônica) é feita a monitoração do aprendiz (Processo da Aprendizagem Eletrônica) e se obtém as informações para análise (Avaliação e Análise da Aprendizagem Eletrônica). / This thesis proposes concepts, processes and a system architecture for Monitoring and Tracking E-Learning. The architecture is defined by a conceptual model, the interaction with external services and representation XML of the concepts and the services. It does not depend on any specific pedagogical boarding. The Monitoring Point is inserted in some places of the E-Learning Content. A Monitoring Element is associated to the Monitoring Point and it is for responsible of one of the interactions of the E-Learning Process. The Monitoring Service (E-Learning Monitoring and Following Service) receives the events and requests from the Monitoring Elements and it interacts with the external services. The events are recorded in the Monitoring Repository. The E-Learning Processes definition is useful to modeling the monitoring strategy (Learning Process Modeling), and insert to the monitoring mechanisms in the E-Learning Activities (Learning Content Production Process). The learner interaction monitoring occurs by getting the information according to the previous planning (Learning Process), and the generated information (Learning Analysis and Evaluation Process) is used in the analysis of learning tracking.

The aims of this paper are to present some of the findings about the creation and utilization of online assignments and choice of support software for several calculus classes at Simon Fraser University (SFU) by considering the needs and perspectives of the instructors, students, and administrators. The term online assignment is used for a set of problems that are posted, submitted, graded, and recorded electronically through a course learning management system (LMS) of choice. The purpose of this note is to contribute to the discussion about a common question detected among research papers on the theme of online assignments; how can technology be used in teaching so that students benefit the most? Questions are provided to guide an instructor in choosing online assignment problems, and a list of necessary skills is supplied for an instructor to be able to deal effectively with this pedagogical tool.

Learning Management Systems (LMSs), in a blended learning educational environment, support face to face education and enable enhanced communication and interaction among instructors and students as well as among students. However, Technology-Enhanced Learning (TEL), which improves the learning process, does not come without challenges. The aim of this research is double fold. Firstly, it aims to explore users’ –instructors and students- perceptions on how the LMS Open eClass, in TEI of Athens Greece, supports and facilitates their communication and interaction. Secondly, based on users’ needs and desires, the study aims to formulate suggestions for improving communication and interaction through the platform. The study adopts an interpretivist stance and is built upon an inductive qualitative approach. Firstly, users’ perceptions are solicited through semi-structured interviews and the collected data are analyzed through the thematic analysis method. Subsequently, the study adopts Soft Systems Methodology (SSM) to capture the complexity of the situation, derived from the different worldviews of instructors and students in their association with Open eClass and emerge suggestions for improvements. The results indicate that Open eClass is used to facilitate instructors convey material and information to students, while neither meaningful communication and interaction nor collaboration is performed adequately through the platform. However, the users have expressed a positive disposition towards utilizing these capabilities of the platform, as they recognize their fundamental importance to learning, especially during an economic crisis which constraints the physical presence of many students in classes. Therefore, the study proposes three, accommodating to all, systemically desirable and culturally feasible changes that could improve the situation, mainly based on pedagogy. Overall, this research contributes to existing knowledge about the usage of LMS regarding interaction and communication in a blended learning environment by providing a holistic view on users’ perceptions and identifying changes capable to bring about improvements.

Syftet är att undersöka hur ett antal gymnasielärare som undervisar i svenska ser på datortillgång och datoranvändning, samt vilka krav de ställer på elevernas datoranvändning i kursen Svenska A. Undersökningen genomfördes via en webbenkät, vilken distribuerades under mars 2009. Resultatet av webbenkäten ställs mot beskrivningar av förutsättningar för skrivande och aktuella styrdokument. Tillgången på lärardatorer är otillräcklig och tillgången på elevdatorer är ännu mera otillräcklig. Datormedierad kommunikation används för att effektivisera undervisningen och för att nå eleverna med information. En majoritet av lärarna i undersökningen har inte erbjudits kompetensfortbildning inom området datormedierad kommunikation av sin arbetsgivare. I kursen Svenska A erbjuds eleverna varierande datortillgång, allt från varje lektion till en gång per kurs. Lärarnas krav på elevernas datorkompetens i kursen varierar mellan ”inga krav” och omfattande krav. I diskussionen belyser jag hur ny teknik assimileras av skola och undervisning och sätter in mina resultat i en tidskontext. / The purpose of my investigation is to study the view of supply of computers and the use of computers among a num¬ber of senior high school teachers, teaching Swedish. I also investigate their demands on pupils and their use of computers in the course “Svenska A”. My web inquiry was distributed during March 2009. The results of the inquiry have been compared with descriptions of requirements for writing and with former and present curricula. The supply of computers for teachers is insufficient and the supply of computers for pupils is even more so. Communication mediated by computer is being used to give information to pupils and to make teaching more efficient. A majority of the teachers have not been offered further training by their employers within the field of communication mediated by computer. In the course “Svenska A” pupils are being offered to use computers in varying degrees, from once per course till every lesson. The teachers’ claims on the pupils’ competence in their use of computers vary from “no demands” to wide demands. In the discussion I shed light on how new technology is being assimilated by schools and education. I also insert my results in a context of time.

At KTH, students who want to start their degree project must complete a paper form called “UT-EXAR: Ansökan om examensarbete/application for degree project”. The form is used to determine students’ eligibility to start a degree project, as well as potential examiners for the project. After the form is filled in and signed by multiple parties, a student can initiate his or her degree project. However, due to the excessively time-consuming process of completing the form, an alternative solution was proposed: a survey in the Canvas Learning Management System (LMS) that replace s the UT-EXAR form. Although the survey reduces the time required by students to provide information and find examiners, it is by no means the most efficient solution. The survey suffers from multiple flaws, such as asking students to answer unnecessary questions, and for certain questions, presenting students with more alternatives than necessary. The survey also fails to automatically organize the data collected from the students’ answers; hence administrators must manually enter the data into a spreadsheet or other record. This thesis proposes an optimized solution to the problem by introducing a dynamic survey. Moreover, this dynamic survey uses the Canvas Representational State Transfer (REST) API to access students’ program-specific data. Additionally, this survey can use data provided by students when answering the survey questions to dynamically construct questions for each individual student as well as using information from other KTH systems to dynamically construct customized alternatives for each individual student. This solution effectively prevents the survey from presenting students with questions and choices that are irrelevant to their individual case. Furthermore, the proposed solution directly inserts the data collected from the students into a Canvas Gradebook. In order to implement and test the proposed solution, a version of the Canvas LMS was created by virtualizing each Canvas-based microservice inside of a Docker container and allowing the containers to communicate over a network. Furthermore, the survey itself used the Learning Tools Interoperability (LTI) standard. When testing the solution, it was seen that the survey has not only successfully managed to filter the questions and alternative answers based on the user’s data, but also showed great potential to be more efficient than a survey with statically-presented data. The survey effectively automates the insertion of the data into the gradebook. / På KTH, studenter som skall påbörja sitt examensarbete måste fylla i en blankett som kallas “UT-EXAR: Ansökan om examensarbete/application for degree project”. Blanketten används för att bestämma studenters behörighet för att göra examensarbete, samt potentiella examinator för projektet. Efter att blanketten är fylld och undertecknad av flera parter kan en student påbörja sitt examensarbete. Emellertid, på grund av den alltför tidskrävande processen med att fylla blanketten, var en alternativ lösning föreslås: en särskild undersökning i Canvas Lärplattform (eng. Learning Management System(LMS)) som fungerar som ersättare för UT-EXAR-formulär. Trots att undersökningen har lyckats minska den tid som krävs av studetenter för att ge information och hitta examinator, det är inte den mest effektiva lösningen. Undersökningen lider av flera brister, såsom att få studenterna att svara på fler frågor än vad som behövs, och för vissa frågor, presenterar studenter med fler svarsalternativ än nödvändigt. Undersökningen inte heller automatiskt med att organisera data som samlats in från studenters svar. Som ett resultat skulle en administratör behöva organisera data manuellt i ett kalkylblad. Detta examensarbete föreslår en mer optimerad lösning på problemet: omskrivning av undersökningens funktionaliteter för att använda Representational State Transfer(REST) API för att komma åt studenters programspecifika data i back-end, såväl att använda speciella haschar för att hålla referenser till uppgifter som lämnas av studenterna när de svarar på frågorna i undersökningen, så att undersökningen inte bara kan använda dessa data för att dynamiskt konstruera frågor för varje enskild student, men också dynamiskt konstruera svarsalternativ för varje enskild student. Denna lösning förhindrar effektivt undersökningen från att presentera studenter med frågor och valbara svarsalternativ som är helt irrelevanta för var och en av deras individuella fall. Med den föreslagna lösningen kommer undersökningen dessutom att kunna organisera de data som samlats in från Studenterna till ett speciellt Canvas-baserat kalkyllblad, kallas som Betygsbok. För att genomföra och testa den förslagna lösningen skapades en testbar version av Canvas LMS genom att virtualisera varje Canvas-baserad mikroservice inuti en dockercontainer och tillåter containers att kommunicera över ett nätverk. Dessutom var undersökningen själv konfigurerad för att använda Lärverktyg Interoperability (LTI) standard. Vid testning av lösningen, det visade sig att undersökningen på ett sätt effektivt har lyckats använda vissa uppgifter från en testanvändare att bara endast svara på de relevanta frågorna, men också presentera användaren med en mer kondenserad lista svarsalternativ över baserat på data.<p>

Submitted by Jos? Henrique Henrique (jose.neves@ufvjm.edu.br) on 2017-01-09T12:21:59Z No. of bitstreams: 2 license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) andre_vinicius_gon?alves.pdf: 1266538 bytes, checksum: 42c3fe90b9d66c8cb7b901a10e548f1b (MD5) / Approved for entry into archive by Rodrigo Martins Cruz (rodrigo.cruz@ufvjm.edu.br) on 2017-01-31T13:56:36Z (GMT) No. of bitstreams: 2 license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) andre_vinicius_gon?alves.pdf: 1266538 bytes, checksum: 42c3fe90b9d66c8cb7b901a10e548f1b (MD5) / Made available in DSpace on 2017-01-31T13:56:36Z (GMT). No. of bitstreams: 2 license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) andre_vinicius_gon?alves.pdf: 1266538 bytes, checksum: 42c3fe90b9d66c8cb7b901a10e548f1b (MD5) Previous issue date: 2016-06 / Nos ?ltimos dez anos muitos pesquisadores t?m realizado estudos sobre assist?ncia personalizada e inteligente em Ambientes Educacionais a Dist?ncia, baseada na identifica??o dos Estilos de Aprendizagem. Sabe-se que o aprendizado ? algo extremamente particular, pois cada estudante possui estilos pr?prios e pode sofrer mudan?as diante de situa??es diversas como, por exemplo, objetivo, motiva??o, personalidade, etc. Por isso, o conceito de adaptabilidade do conte?do did?tico tem se tornado de grande import?ncia na personaliza??o do Sistema de Gerenciamento de Aprendizagem (SGA). Diante desse fato, Dor?a (2012) prop?e uma abordagem de Sistema Adaptativo e Inteligente para Educa??o (SAIE), utilizando t?cnicas probabil?sticas e Intelig?ncia Artificial (IA), capaz de detectar e adaptar, de maneira din?mica e autom?tica, os estilos de aprendizagem do estudante, considerando o Modelo de Estilo de Aprendizagem Felder-Silverman?s. Ap?s pesquisa detalhada, foram propostas algumas adapta??es baseadas na abordagem original, alterando o funcionamento de dois componentes espec?ficos: o M?dulo Pedag?gico e o Componente de Modelagem do Estudante. Al?m disso, prop?e-se uma nova estrutura do Modelo Estudante, contemplando o hist?rico de desempenho do aluno nos processos avaliativos. Por conseguinte, realizaram-se testes para avaliar os impactos de tais mudan?as por meio uma compara??o estat?stica utilizando o m?todo T-Pareado. Pelos resultados obtidos, as ideias deste trabalho proporcionaram uma melhora m?dia de 6,07% no desempenho avaliativo do estudante e uma redu??o m?dia de 68,27% nos problemas de aprendizagem, demonstrando efici?ncia e efic?cia da proposta. / Disserta??o (Mestrado Profissional) ? Programa de P?s-Gradua??o em Educa??o, Universidade Federal dos Vales do Jequitinhonha e Mucuri, 2015. / Since last decade many researchers have been conducting studies on personalized and intelligent assistance in distance education based on identification of learning styles. It is known that learning is something very particular because each student has their own styles and are subject to change on a variety of situations such as goal, motivation, personality, etc. Therefore, this study discusses the concept of adaptability of educational content as a way to provide customization of Learning Management System (LMS). Through probabilistic techniques and Artificial Intelligence (AI), Dor?a (2012) proposed a approach Adaptive and Intelligent System for Education (AIES) able to dynamically and automatically detect, select and adapt learning objects based on the student?s profile through Felder-Silverman Learning Styles Model (FSLSM). After detailed study, it has been proposed some adaptations based on this approach, thereby altering the operation of two specific components: the Pedagogical Module and the Student Modeling Component. In addition, it is proposed a new structure Model Student, considering learner performance history in the evaluation processes. Therefore, it carried out tests to assess the impacts of such changes through a statistical comparison by T-Paired method. From the results, the ideas in this work provides an average improvement of 6.07% in the performance evaluation of the student and an average reduction of 68.27% in the learning problems, demonstrating proposal of efficiency and effectiveness.

Τα σύγχρονα πληροφοριακά συστήματα μάθησης τα οποία υποστηρίζουν εξ’ αποστάσεως εκπαίδευση, επιτρέπουν τη συστηματική διαχείριση του εκπαιδευτικού υλικού και υποστηρίζουν τις εκπαιδευτικές διαδικασίες των μαθημάτων. Τα συστήματα αυτά έχουν λειτουργικότητες όπως: η ανάρτηση ψηφιακού υλικού, η διεξαγωγή συζητήσεων, η ανάρτηση ασκήσεων-εργασιών, η πραγματοποίηση εξετάσεων και πολλές άλλες. Στόχος της συγκεκριμένης εργασίας είναι η διερεύνηση του χώρου των συστημάτων μάθησης τα οποία υποστηρίζουν εξ’ αποστάσεως εκπαίδευση καθώς επίσης και η παρουσίαση και η εφαρμογή μεθόδου αξιολόγησης τους, αξιολογώντας τα συστήματα σύμφωνα με μια λίστα λειτουργικών απαιτήσεων. Στο 1ο κεφάλαιο της διπλωματικής εργασίας γίνεται μια περιγραφή των βασικών εννοιών της εξ’αποστάσεως εκπαίδευσης καθώς επίσης και έννοιες που αφορούν τα συστήματα υποστήριξης μάθησης όπως:CBT, VLE, LMS, LCMS, CMS, Mobile Learning. Στο 2ο κεφάλαιο γίνεται μια επισκόπηση του χώρου των Συστημάτων Μάθησης Learning Course Management Systems (LCMS). Συγκεκριμένα γίνεται μία καταγραφή των χαρακτηριστικών των πιο δημοφιλών συστημάτων τόσο των εμπορικών όσο και των συστημάτων ανοικτού κώδικα με τη χρήση ενός κοινού template όπου καταγράφονται τα εξής στοιχεία: Κατασκευαστής, Σύντομη περιγραφή Λογισμικού, Πλεονεκτήματα (Δυνατά Σημεία ), Μειονεκτήματα (Αδυναμίες, Ελλείψεις), Πελατολόγιο, Τρέχουσα Έκδοση έτσι ώστε να μπορεί κάποιος εύκολα να τα συγκρίνει και να τα αξιολογήσει. Στο 3ο κεφάλαιο πραγματοποιείται ανάλυση απαιτήσεων ενός σύγχρονου συστήματος μάθησης έτσι ώστε να μπορεί να εφαρμοστεί η μεθοδολογία αξιολόγησης σε μια λίστα από χαρακτηριστικά-απαιτήσεις για τα συστήματα που παρουσιάζονται στο κεφάλαιο 2. Στο 4ο κεφάλαιο παρουσιάζεται η μεθοδολογία Αξιολόγησης των συστημάτων μάθησης η οποία στηρίζεται στη θεωρία της ασαφούς λογικής. Η συγκεκριμένη μεθοδολογία εφαρμόστηκε σαν μελέτη περίπτωσης για την αξιολόγηση συστημάτων εκπαιδευτικών δραστηριοτήτων προκειμένου να βρεθεί το πλέον κατάλληλο σύστημα για τις ανάγκες του Ελληνικού Ανοικτού Πανεπιστημίου. Τέλος στο κεφάλαιο 5 πραγματοποιείται η εφαρμογή της μεθοδολογίας αξιολόγησης μεταξύ των συστημάτων μάθησης και παρουσιάζονται τα αποτελέσματα- συμπεράσματα που εξάγονται από την εφαρμογή της μεθόδου ενώ στο τελευταίο κεφάλαιο (6ο ) παρουσιάζονται τα συμπεράσματα της εργασίας. / Modern learning information systems are designed to support distance education and have many features to support learning sequence such as: management of educational material, tools for uploading projects in several kinds (documents, multimedia files), many kinds of quizzes, grades management, forums, reports wiz and many others. The aim of this master thesis is the investigation of available learning course management systems(LCMS), requirements analysis for LCMS and presentation and implementation of an evaluation methodology for LCMS based on a requirements list. In the first chapter of this thesis, we describe the basic concepts and definitions of e-Learning, as well as concepts relating to learning support systems such as: CBT(Computer Based Training), VLE(Virtual Learning Environment), LMS(Learning Management Systems), LCMS(Learning Course Management Systems), CMS (Course Management Systems), Mobile Learning etc. The second chapter contains an investigation in the area of Learning Course Management Systems (LCMS). We used a common template in order to describe the features of the most popular LCMS (either Open Source or Commercial). The template contains features like: Small Description of any LCMS (Software Manufacturer and History, Active Users and Installations, Database Requirements, Web Server, Manufacturer Clients, Current Stable Version), Strengths of the Software, Weaknesses of the Software, Available Mobile Version. This features have been chosen in order to become easy the comparison and after that the evaluation of the systems. The third chapter contains requirements analysis of a modern learning course management system so that the evaluation methodology can be applied to a specified list of features-requirements for the systems presented in chapter 2. In the fourth chapter there is the presentation of the evaluation methodology which uses a multicriteria technical analysis which belongs to the field of methods of Multi-Criteria Group-based Decision Making Techniques, while uses methods of (intuitionistic) fuzzy logic. This method exports the results using a technique TOPSIS(Technique for Order Preference by Similarity to Ideal Solution). In this chapter there is the theoretical description of the methodology which has been implemented as a case study for evaluating learning management systems in order to find the most suitable system for the needs of the Hellenic Open University(HOU). In Chapter 5 we will find the implementation steps of the methodology in order to exclude the most suitable LCMS for HOU and the final results(list of Systems). We will also find the conclusions of the implementation of this method. Finally the last chapter (6th) presents the final conclusions of the whole thesis and the added value this thesis offers in this field of research .