The document discusses remote experimentation from research to education. It proposes a European roadmap for remote experimentation. Engineering experimentation and reinforcement through demonstration are important for understanding physics and engineering concepts. Remote experimentation using well-equipped radio testbeds allows demonstrating wireless communication properties and impairments. The document advocates for innovative solutions to provide cost-effective, high-quality learning such as remote experimentation.
This document provides an overview of 5G future networks from Johann M. Marquez-Barja, a research assistant professor at Trinity College Dublin. It discusses the evolution of cellular generations and the requirements and standards for 5G networks. Key areas of 5G research covered include radio access technologies like mmWave and massive MIMO, virtualized network architectures, and experimentation-based research projects involving software-defined radios and wireless testbeds.
Keynote @ Keynote @ II International event on Research in Computing Systems. IT Mexicali. Mexico This slide set presents the Ephemeral Wireless Networks research domain developed in Trinity College Dublin, by Johann Marquez-Barja et al.
This document provides information about the upcoming EWG-DSS 2012 workshop in Liverpool, including the organization, dates, call for papers, publications, and sponsors. The workshop will be hosted by the University of Liverpool Management School from April 12-13, 2012. It will focus on decision support systems and operations management trends in industries. Papers are due by February 24, 2012.
This document provides the full program for the LINQ 2013 International Conference on "Learning Innovations and Quality: The Future of Digital Resources" which will take place on May 16-17, 2013 in Rome, Italy. The conference program includes keynote speeches, parallel sessions on topics related to digital learning resources, quality management, and educational projects. It also provides details on registration, social media hashtags, and instructions for attendees to participate online and stay updated about the event.
- Videolectures.net is a website that provides open access to over 10,000 video lectures from various academic institutions and events.
- It is run by the Jozef Stefan Institute, which does research in artificial intelligence including machine learning, data mining, and computational linguistics.
- The presentation discusses using this research to enhance videolectures.net with personalized recommendations, automatic transcripts, enriched metadata, and analytics of visitor behavior.
This document provides an overview of 5G future networks from Johann M. Marquez-Barja, a research assistant professor at Trinity College Dublin. It discusses the evolution of cellular generations and the requirements and standards for 5G networks. Key areas of 5G research covered include radio access technologies like mmWave and massive MIMO, virtualized network architectures, and experimentation-based research projects involving software-defined radios and wireless testbeds.
Keynote @ Keynote @ II International event on Research in Computing Systems. IT Mexicali. Mexico This slide set presents the Ephemeral Wireless Networks research domain developed in Trinity College Dublin, by Johann Marquez-Barja et al.
This document provides information about the upcoming EWG-DSS 2012 workshop in Liverpool, including the organization, dates, call for papers, publications, and sponsors. The workshop will be hosted by the University of Liverpool Management School from April 12-13, 2012. It will focus on decision support systems and operations management trends in industries. Papers are due by February 24, 2012.
This document provides the full program for the LINQ 2013 International Conference on "Learning Innovations and Quality: The Future of Digital Resources" which will take place on May 16-17, 2013 in Rome, Italy. The conference program includes keynote speeches, parallel sessions on topics related to digital learning resources, quality management, and educational projects. It also provides details on registration, social media hashtags, and instructions for attendees to participate online and stay updated about the event.
- Videolectures.net is a website that provides open access to over 10,000 video lectures from various academic institutions and events.
- It is run by the Jozef Stefan Institute, which does research in artificial intelligence including machine learning, data mining, and computational linguistics.
- The presentation discusses using this research to enhance videolectures.net with personalized recommendations, automatic transcripts, enriched metadata, and analytics of visitor behavior.
The GRIAL research group was established at the University of Salamanca to conduct interdisciplinary research in fields related to human-computer interaction and e-learning. The group has numerous national and international research projects, teaches various university courses, and provides consulting services related to e-learning/technology solutions. Current projects include the MIH project to develop multilingual teaching tools on history and geography, and the ELVIN project to create an online social network for language learning in public administration.
A presentation with title "Enabling Innovation for Arab Academe Through Advanced e-Infrastructures" presented at the 4th Meeting of the Groningen Declaration, Malaga, Spain 4-6 May 2015
The document reports on projects undertaken in 2009 by the Office of Learning Technologies at Universitat Oberta de Catalunya, an online university based in Barcelona, Spain. It describes 15 e-learning tool projects, 5 interoperable open source projects, 3 portability-based projects, 2 disabled access projects, 2 affective computing projects, and 1 e-learning personalization project. The Office of Learning Technologies is responsible for maintaining the university's online learning environment and conducting exploratory initiatives to design, develop, and deliver engaging online learning experiences for students.
IEEE and IEEE Education Society - Florida CouncilManuel Castro
IEEE and IEEE Education Society - Florida Council - Nova Southeastern University, FAU and LACCEI, second meetign on the formation of the Florida Council Education Society Chapter on July 26th, 2016, in Ft Lauderdale, Florida
The document summarizes research on the state of online learning in Europe. It finds that while the European Higher Education Area has pushed for more integration of information and communication technologies (ICT) into education, ICT is primarily used to support traditional teaching rather than transform it. Initiatives at many levels aim to support educators in using technologies like web 2.0 tools and mobile devices, but technical barriers remain. Online communities and repositories of learning materials have grown significantly in recent years in Europe.
This document provides information about postgraduate courses offered at La Trobe University in Australia, specifically related to I.T., engineering, biotechnology, and nanotechnology. It outlines double masters programs, individual course offerings, facilities and services available to students. Course offerings include masters and graduate diplomas/certificates in various computer science, engineering, mathematical sciences, physical sciences, and biotechnology fields. Support services for international students and facilities like religious spaces, sports facilities, clubs and student exchange opportunities are also summarized.
The document discusses two European educational projects that used virtual worlds - ST.ART and AVATAR. ST.ART aimed to teach secondary students about street art using OpenSim, running from 2009-2011. AVATAR taught teachers to use virtual worlds like Second Life, running a 24 month online course from 2009-2011. Both projects found virtual worlds can help overcome classroom limitations and engage students through collaborative and experiential learning. The document promotes joining the new Euroversity network to continue sharing knowledge about teaching and learning in virtual environments.
Keynote presentation at IEEE TALE 2013 conference - A Second Step Ahead in the Future of Labs and Learning: MOOCs, Widgets, Ubiquity and Mobility - Bali, Indonesia, August 2013 http://www.tale-conference.org/tale2013/
The document summarizes research on the state of online learning in Europe. It finds that while the European Higher Education Area has pushed institutions to innovate and adopt online learning, technology is often still seen as a barrier. Many conferences and initiatives aim to support educators, but online learning is primarily used to support traditional teaching rather than transform it. Online communities and repositories of resources are growing rapidly across Europe.
Demetrios G Sampson, Digital Technologies for Opening Up Education, European Network of Educational Councils, Seminar on "Learning in the Digital Age", Athens, Greece, 5-6 May 2014
Educational Innovation & Technology at MIT at Moodle Share FairBrandon Muramatsu
Description of some of the projects that innovative educational projects at MIT with a focus on K-12 outreach. Projects presented include: OpenCourseWare (OCW Finder and OER Recommender), Highlights for High School, Visualizing Cultures, and Software Tools for Academics & Researchers. Presented by Brandon Muramatsu and Jeff Merriman at the Moodle Share Fair in Millis, MA, May 28, 2009.
Virtualizing testbed resources to enable remote experimentation in online tel...Johann Marquez-Barja
Abstract—In this paper we present an approach towards
empowering online telecommunications engineering education by
enabling hands-on remote experimentation over Trinity College
Dublin’s wireless testbed. Moreover, in order to offer a flexible
testbed, capable of fulfilling the different and particular
requirements of experimenters, we have created a framework that
allows the virtualization of our testbed resources to create experimentation
units to be used by remote experimenters/learners.
Furthermore, we present the FORGEBox framework that offers
an environment and resources to create online material capable
to access the virtualized and physical testbed resources for incorporating
experimentation into HTML-based online educational
material.
The document discusses remote experimentation and its potential to enhance engineering education. It describes how physical experimentation is important for understanding engineering concepts but can be costly and inaccessible. The FORGE project aims to address this by enabling hands-on remote experimentation through testbeds and online laboratories. This allows students to access experiments without restrictions of time or location. The document provides examples of testbeds and discusses how remote experimentation can promote self-regulated learning.
Virtualizing testbed resources to enable remote experimentation in online tel...FORGE project
EDUCON'15 Conference: In this paper we present an approach towards empowering online telecommunications engineering education by enabling hands-on remote experimentation over Trinity College Dublin's wireless testbed. Moreover, in order to offer a flexible testbed, capable of fulfilling the different and particular requirements of experimenters, we have created a framework that allows the virtualization of our testbed resources to create experimentation units to be used by remote experimenters/learners. Furthermore, we present the FORGEBox framework that offers an environment and resources to create online material capable to access the virtualized and physical testbed resources for incorporating experimentation into HTML-based online educational material.
2022_02_25 «Aprovechar la infraestructura de la ciudad inteligente para capac...eMadrid network
«Aprovechar la infraestructura de la ciudad inteligente para capacitar de forma remota a estudiantes universitarios de ingeniería». Johann Marquez-Barja
The document introduces University Campus Interactive Television (UCiTV) at the University Tun Hussein Onn Malaysia (UTHM) as an alternative e-learning method. UCiTV was adopted in 2006 under a project to better distribute information and knowledge among students and university staff both on campus and outside campus through live webcasting, video-on-demand and rich media content. The document outlines UCiTV's mission and focus areas, types of programming, organizational structure, and challenges in resources, infrastructure and future events.
Lecturer - University of Ilorin Nigeria presentation at the Youth Engagement ...Adrian Hall
This visionary keynote illuminates the role of the university in the digital age, especially in the connected space. Education is no longer only in the classroom or library, and wide ranging infrastructure and engagement spaces need to be designed to inspire future youth.
This plenary will show a trip during the last thirty years around Technology Enhanced Learning (TEL) Engineering and my personal vision of their evolution on my hands and on the three close woman around my academy framework in different areas, activities, geographical areas but maintaining a new approach of gender and diversity that accompanied all my professional life devoted to engineering and education, international activities and associations. Years of evolution, changes, new personal best surfing in a hostile environment but with the help and support of a lot of colleagues around the world with a similar vision, change and go ahead.
Education in a Globally Connected WorldLarry Smarr
The document discusses how advances in technology are enabling more globally connected education and research collaboration. It provides examples of optical networks and dedicated fiber links allowing universities to share high-definition media and remotely access scientific instruments and environments. Global partnerships are being formed to leverage these technologies and better prepare students for an increasingly interconnected world.
The document provides a 25 year timeline and history of the Institute for Telecommunications Research (ITR). It highlights some of ITR's key projects, partnerships, and achievements over its history including developing satellite communication technologies, spin off companies, and the successful launch of the FedSat satellite in 2002. ITR has grown from humble beginnings in temporary buildings to becoming a world-class research institute specializing in wireless and satellite communications.
The GRIAL research group was established at the University of Salamanca to conduct interdisciplinary research in fields related to human-computer interaction and e-learning. The group has numerous national and international research projects, teaches various university courses, and provides consulting services related to e-learning/technology solutions. Current projects include the MIH project to develop multilingual teaching tools on history and geography, and the ELVIN project to create an online social network for language learning in public administration.
A presentation with title "Enabling Innovation for Arab Academe Through Advanced e-Infrastructures" presented at the 4th Meeting of the Groningen Declaration, Malaga, Spain 4-6 May 2015
The document reports on projects undertaken in 2009 by the Office of Learning Technologies at Universitat Oberta de Catalunya, an online university based in Barcelona, Spain. It describes 15 e-learning tool projects, 5 interoperable open source projects, 3 portability-based projects, 2 disabled access projects, 2 affective computing projects, and 1 e-learning personalization project. The Office of Learning Technologies is responsible for maintaining the university's online learning environment and conducting exploratory initiatives to design, develop, and deliver engaging online learning experiences for students.
IEEE and IEEE Education Society - Florida CouncilManuel Castro
IEEE and IEEE Education Society - Florida Council - Nova Southeastern University, FAU and LACCEI, second meetign on the formation of the Florida Council Education Society Chapter on July 26th, 2016, in Ft Lauderdale, Florida
The document summarizes research on the state of online learning in Europe. It finds that while the European Higher Education Area has pushed for more integration of information and communication technologies (ICT) into education, ICT is primarily used to support traditional teaching rather than transform it. Initiatives at many levels aim to support educators in using technologies like web 2.0 tools and mobile devices, but technical barriers remain. Online communities and repositories of learning materials have grown significantly in recent years in Europe.
This document provides information about postgraduate courses offered at La Trobe University in Australia, specifically related to I.T., engineering, biotechnology, and nanotechnology. It outlines double masters programs, individual course offerings, facilities and services available to students. Course offerings include masters and graduate diplomas/certificates in various computer science, engineering, mathematical sciences, physical sciences, and biotechnology fields. Support services for international students and facilities like religious spaces, sports facilities, clubs and student exchange opportunities are also summarized.
The document discusses two European educational projects that used virtual worlds - ST.ART and AVATAR. ST.ART aimed to teach secondary students about street art using OpenSim, running from 2009-2011. AVATAR taught teachers to use virtual worlds like Second Life, running a 24 month online course from 2009-2011. Both projects found virtual worlds can help overcome classroom limitations and engage students through collaborative and experiential learning. The document promotes joining the new Euroversity network to continue sharing knowledge about teaching and learning in virtual environments.
Keynote presentation at IEEE TALE 2013 conference - A Second Step Ahead in the Future of Labs and Learning: MOOCs, Widgets, Ubiquity and Mobility - Bali, Indonesia, August 2013 http://www.tale-conference.org/tale2013/
The document summarizes research on the state of online learning in Europe. It finds that while the European Higher Education Area has pushed institutions to innovate and adopt online learning, technology is often still seen as a barrier. Many conferences and initiatives aim to support educators, but online learning is primarily used to support traditional teaching rather than transform it. Online communities and repositories of resources are growing rapidly across Europe.
Demetrios G Sampson, Digital Technologies for Opening Up Education, European Network of Educational Councils, Seminar on "Learning in the Digital Age", Athens, Greece, 5-6 May 2014
Educational Innovation & Technology at MIT at Moodle Share FairBrandon Muramatsu
Description of some of the projects that innovative educational projects at MIT with a focus on K-12 outreach. Projects presented include: OpenCourseWare (OCW Finder and OER Recommender), Highlights for High School, Visualizing Cultures, and Software Tools for Academics & Researchers. Presented by Brandon Muramatsu and Jeff Merriman at the Moodle Share Fair in Millis, MA, May 28, 2009.
Virtualizing testbed resources to enable remote experimentation in online tel...Johann Marquez-Barja
Abstract—In this paper we present an approach towards
empowering online telecommunications engineering education by
enabling hands-on remote experimentation over Trinity College
Dublin’s wireless testbed. Moreover, in order to offer a flexible
testbed, capable of fulfilling the different and particular
requirements of experimenters, we have created a framework that
allows the virtualization of our testbed resources to create experimentation
units to be used by remote experimenters/learners.
Furthermore, we present the FORGEBox framework that offers
an environment and resources to create online material capable
to access the virtualized and physical testbed resources for incorporating
experimentation into HTML-based online educational
material.
The document discusses remote experimentation and its potential to enhance engineering education. It describes how physical experimentation is important for understanding engineering concepts but can be costly and inaccessible. The FORGE project aims to address this by enabling hands-on remote experimentation through testbeds and online laboratories. This allows students to access experiments without restrictions of time or location. The document provides examples of testbeds and discusses how remote experimentation can promote self-regulated learning.
Virtualizing testbed resources to enable remote experimentation in online tel...FORGE project
EDUCON'15 Conference: In this paper we present an approach towards empowering online telecommunications engineering education by enabling hands-on remote experimentation over Trinity College Dublin's wireless testbed. Moreover, in order to offer a flexible testbed, capable of fulfilling the different and particular requirements of experimenters, we have created a framework that allows the virtualization of our testbed resources to create experimentation units to be used by remote experimenters/learners. Furthermore, we present the FORGEBox framework that offers an environment and resources to create online material capable to access the virtualized and physical testbed resources for incorporating experimentation into HTML-based online educational material.
2022_02_25 «Aprovechar la infraestructura de la ciudad inteligente para capac...eMadrid network
«Aprovechar la infraestructura de la ciudad inteligente para capacitar de forma remota a estudiantes universitarios de ingeniería». Johann Marquez-Barja
The document introduces University Campus Interactive Television (UCiTV) at the University Tun Hussein Onn Malaysia (UTHM) as an alternative e-learning method. UCiTV was adopted in 2006 under a project to better distribute information and knowledge among students and university staff both on campus and outside campus through live webcasting, video-on-demand and rich media content. The document outlines UCiTV's mission and focus areas, types of programming, organizational structure, and challenges in resources, infrastructure and future events.
Lecturer - University of Ilorin Nigeria presentation at the Youth Engagement ...Adrian Hall
This visionary keynote illuminates the role of the university in the digital age, especially in the connected space. Education is no longer only in the classroom or library, and wide ranging infrastructure and engagement spaces need to be designed to inspire future youth.
This plenary will show a trip during the last thirty years around Technology Enhanced Learning (TEL) Engineering and my personal vision of their evolution on my hands and on the three close woman around my academy framework in different areas, activities, geographical areas but maintaining a new approach of gender and diversity that accompanied all my professional life devoted to engineering and education, international activities and associations. Years of evolution, changes, new personal best surfing in a hostile environment but with the help and support of a lot of colleagues around the world with a similar vision, change and go ahead.
Education in a Globally Connected WorldLarry Smarr
The document discusses how advances in technology are enabling more globally connected education and research collaboration. It provides examples of optical networks and dedicated fiber links allowing universities to share high-definition media and remotely access scientific instruments and environments. Global partnerships are being formed to leverage these technologies and better prepare students for an increasingly interconnected world.
The document provides a 25 year timeline and history of the Institute for Telecommunications Research (ITR). It highlights some of ITR's key projects, partnerships, and achievements over its history including developing satellite communication technologies, spin off companies, and the successful launch of the FedSat satellite in 2002. ITR has grown from humble beginnings in temporary buildings to becoming a world-class research institute specializing in wireless and satellite communications.
The inLab FIB participate in the Brokerage Event MWC2014 explaining and showing technological capabilities and research companies and participating institutions. This is our presentation.
Integration of an e-learning Platform and a Remote Laboratory for the Experim...Federico Lerro
Nowadays, it is more common to use both
systems, a Learning Management System (LMS) and a
remote laboratory, independently. However, we understand
it is highly convenient for the students to have access and
perform real experimental practices in remote laboratories
from a LMS. This integration of both educational resources
constitutes one objective of a project developed by a joint
venture company-university: a technology company (“educativa”)
and a public university (UNR). The project is
based on the addition to the “Virtual Campus LMS”,
developed by “e-ducativa”, of a function that allows the
access and control, via Internet, to the “Remote Laboratory
of Electronic Physics” located in the university
headquarters. Technology is basically a self-communication
protocol that allows exchanging data in a standardized way
between the LMS software and the device control connected
to the remote equipment. The project includes the
implementation of an interface that allows the users of the elearning
platform to have access to it and to future
developments of remote laboratories. In this paper the
authors describe the technical implementation of the project
and provide educational criteria in order to integrate the
new development into the electronic engineering
curriculum.
This presentation at CERN during the IT Technical Forum on 24 Nov 2017 highlighted the achievement of the Up2University Project (https://up2university.eu/, funded under the EC Call ICT-22-2016: Technologies for Learning and Skills), which aims at bridging the gap between secondary schools, higher education, and the research domain adopting learning technology and methodology to let high school students use the very same tools & services used by real researchers doing Big Science at CERN.
In order to provide concrete example of CERN core technologies running in containers, the Up2U cloud based education services have been ported to the HNSciCloud prototype systems provided by T-Systems and IBM.
Internationalization and Globalization of EngineeringManuel Castro
Presentation paper at the Twelfth LACCEI Latin American and Caribbean Conference for Engineering and Technology (LACCEI’2014) in Guayaqui, Ecuador, July 22 - 24, 2014
This document summarizes Peter Popov's presentation on the Tempus projects involving partnerships between UK and Ukrainian universities. It describes three Tempus projects - MASTAC, SAFEGUARD, and SEREIN - that focused on curriculum development and involved City University London. The projects helped develop new master's and PhD programs at Ukrainian universities based on materials from UK partners. They provided benefits such as opportunities for research collaboration, student mobility programs, and curriculum resources that could be utilized in UK partner programs as well.
Widget and Smart Devices. A Different Approach for Remote and Virtual labsUNED
A vast number of learning content and tools can be found over Internet. Currently, most of them are ad-hoc solutions which are developed for a particular learning platform or environment. New concepts, such as Widgets, Smart devices, Internet of Thing and learning Clouds, are ideas whose goals is the creation of shareable online learning scenarios over different devices and environments.
CECAM-IRL is an Irish node of an international consortium that uses particle-based computer simulation to study diverse fields like spintronics, advanced materials, and nanobiology. It brings together Irish researchers in this area and connects them to European partners. Through workshops and tutorials, it aims to increase the impact of Irish simulation research, enhance training, and provide guidance to experimentalists. The goals within specific institutions include mesoscale astrophysics simulations at DIAS, large-scale computing at ICHEC, and applications in areas like electron transport, materials development, and thin films at QUB, TCD, Tyndall-UCC, and UCD.
The document summarizes the Future Internet Research and Experimentation (FIRE) program. It outlines the goals of FIRE to support research on new network and service architectures through large-scale experimentation using federated testbeds. It describes the second wave of FIRE projects focusing on areas like networking, services, clouds, and sensors. It discusses plans for further expanding the FIRE facilities and establishing a sustainable federation model.
Similar to Remote Experimentation from Research to Education: A European Roadmap (20)
5G has evolved over generations of wireless technology to support new services beyond enhanced mobile broadband like ultra-reliable low latency communications and massive machine type communications. These new services enable applications for industries like tele-operated transport. 5G trials are exploring use cases for cross-border tele-operated transport involving automated barges, platooning of trucks, and remote vehicle takeover. Consortia are working to validate 5G technologies, develop business models, and address regulatory challenges to realize the promise of 5G for enabling new automated and connected mobility applications.
The CityLab testbed provides a programmable converged network for experimenting with smart city technologies and services. It integrates heterogeneous wireless technologies, optical networks, and software-defined networking capabilities. The testbed includes 50 outdoor gateways with WiFi, Bluetooth, LoRa, and other radios connected by fiber to indoor units for experiment orchestration and control. Researchers can use the Java Federation Experimentation platform to remotely deploy and evaluate experiments across the network slices. The infrastructure enables validation of technologies like seamless handovers and interference prediction using recurrent neural networks.
Enabling 5G through end-to-end wireless and optical orchestrationJohann Marquez-Barja
The document discusses enabling 5G through end-to-end wireless and optical orchestration. It describes the FUTEBOL Control Framework (CF) which orchestrates resources across optical, packet, and wireless networks using SDN and NFV. The CF supports slice orchestration and faces challenges in implementing network orchestration across technologies and live VNF migration across testbeds. It addresses these by using an ABNO orchestrator and the COPA container orchestration tool. Cloud computing brings experiment isolation and automated provisioning of virtual infrastructure and resources to support advanced NFV experiments.
INFOCOM CNERT 2018 - Best demo award
The CityLab Testbed - Large-scale Multi-technology Wireless Experimentation in a City Environment: Neural Network-based Interference Prediction in a Smart City
This document discusses the challenges and opportunities that 5G technologies present for next generation testbed facilities. It outlines key 5G trends like new radio technologies, wireless/optical integration, and cloud/edge computing. The document proposes addressing heterogeneity and extensibility challenges through stitching existing testbeds together using orchestration of software-defined radios, networking, and cloud/fog computing resources. It provides examples of existing and new testbeds like the City of Things project that aim to integrate diverse technologies through a federated approach and experiment lifecycle management services.
FORGE: Enhancing eLearning and research in ICT through remote experimentation...Johann Marquez-Barja
Abstract | This paper presents the Forging Online
Education through FIRE (FORGE) initiative, which
aims to transform the Future Internet Research and
Experimentation (FIRE) testbed facilities, already vi-
tal for European research, into a learning resource for
higher education. From an educational perspective this
project aims at promoting the notion of Self-Regulated
Learning (SRL) through the use of a federation of high-
performance testbeds and at building unique learning
paths based on the integration of a rich linked-data on-
tology. Through FORGE, traditional online courses will
be complemented with interactive laboratory courses.
It will also allow educators to eciently create, use and
re-use FIRE-based learning experiences through our
tools and techniques. And, most importantly, FORGE
will enable equity of access to the latest ICT systems
and tools independent of location and at low cost,
strengthening the culture of online experimentation
tools and remote facilities.
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSIJNSA Journal
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Sinan KOZAK
Sinan from the Delivery Hero mobile infrastructure engineering team shares a deep dive into performance acceleration with Gradle build cache optimizations. Sinan shares their journey into solving complex build-cache problems that affect Gradle builds. By understanding the challenges and solutions found in our journey, we aim to demonstrate the possibilities for faster builds. The case study reveals how overlapping outputs and cache misconfigurations led to significant increases in build times, especially as the project scaled up with numerous modules using Paparazzi tests. The journey from diagnosing to defeating cache issues offers invaluable lessons on maintaining cache integrity without sacrificing functionality.
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...University of Maribor
Slides from talk presenting:
Aleš Zamuda: Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapter and Networking.
Presentation at IcETRAN 2024 session:
"Inter-Society Networking Panel GRSS/MTT-S/CIS
Panel Session: Promoting Connection and Cooperation"
IEEE Slovenia GRSS
IEEE Serbia and Montenegro MTT-S
IEEE Slovenia CIS
11TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONIC AND COMPUTING ENGINEERING
3-6 June 2024, Niš, Serbia
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
ACEP Magazine edition 4th launched on 05.06.2024Rahul
This document provides information about the third edition of the magazine "Sthapatya" published by the Association of Civil Engineers (Practicing) Aurangabad. It includes messages from current and past presidents of ACEP, memories and photos from past ACEP events, information on life time achievement awards given by ACEP, and a technical article on concrete maintenance, repairs and strengthening. The document highlights activities of ACEP and provides a technical educational article for members.
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMHODECEDSIET
Time Division Multiplexing (TDM) is a method of transmitting multiple signals over a single communication channel by dividing the signal into many segments, each having a very short duration of time. These time slots are then allocated to different data streams, allowing multiple signals to share the same transmission medium efficiently. TDM is widely used in telecommunications and data communication systems.
### How TDM Works
1. **Time Slots Allocation**: The core principle of TDM is to assign distinct time slots to each signal. During each time slot, the respective signal is transmitted, and then the process repeats cyclically. For example, if there are four signals to be transmitted, the TDM cycle will divide time into four slots, each assigned to one signal.
2. **Synchronization**: Synchronization is crucial in TDM systems to ensure that the signals are correctly aligned with their respective time slots. Both the transmitter and receiver must be synchronized to avoid any overlap or loss of data. This synchronization is typically maintained by a clock signal that ensures time slots are accurately aligned.
3. **Frame Structure**: TDM data is organized into frames, where each frame consists of a set of time slots. Each frame is repeated at regular intervals, ensuring continuous transmission of data streams. The frame structure helps in managing the data streams and maintaining the synchronization between the transmitter and receiver.
4. **Multiplexer and Demultiplexer**: At the transmitting end, a multiplexer combines multiple input signals into a single composite signal by assigning each signal to a specific time slot. At the receiving end, a demultiplexer separates the composite signal back into individual signals based on their respective time slots.
### Types of TDM
1. **Synchronous TDM**: In synchronous TDM, time slots are pre-assigned to each signal, regardless of whether the signal has data to transmit or not. This can lead to inefficiencies if some time slots remain empty due to the absence of data.
2. **Asynchronous TDM (or Statistical TDM)**: Asynchronous TDM addresses the inefficiencies of synchronous TDM by allocating time slots dynamically based on the presence of data. Time slots are assigned only when there is data to transmit, which optimizes the use of the communication channel.
### Applications of TDM
- **Telecommunications**: TDM is extensively used in telecommunication systems, such as in T1 and E1 lines, where multiple telephone calls are transmitted over a single line by assigning each call to a specific time slot.
- **Digital Audio and Video Broadcasting**: TDM is used in broadcasting systems to transmit multiple audio or video streams over a single channel, ensuring efficient use of bandwidth.
- **Computer Networks**: TDM is used in network protocols and systems to manage the transmission of data from multiple sources over a single network medium.
### Advantages of TDM
- **Efficient Use of Bandwidth**: TDM all
Remote Experimentation from Research to Education: A European Roadmap
1. Remote
Experimentation
from
Research
to
Education
A
European
Roadmap
Dr.
Johann
M.
Marquez-‐Barja
Senior
Research
Fellow
– Adjunct
Lecturer
marquejm@tcd.ie /
www.marquez-‐barja.com
REV2016
24-‐26 February 2016. UNED, Madrid, Spain
2. Trinity
College
Dublin,
The
University
of
Dublin
Disclaimer
Disclaimer
Jeff
Sheldon
Within
this
set
of
slides
some
third
party
copyrighted
material
is
reused
under
the
‘fair
use’
approach,
for
sake
of
educational
purpose
only.
3. Trinity
College
Dublin,
The
University
of
Dublin
Prof. Luiz DaSilva
dasilval@tcd.ie
Dr. Nicholas
Kaminski
kaminskn@tcd.ie
Mr.
Francisco
Paisana
paisanaf@tcd.ie
Mr.
Joao
F.
Santos
facocalj@tcd.ie
Acknowledgements
Sue
Huan
4. Trinity
College
Dublin,
The
University
of
Dublin
– The
University
of
Dublin,
Trinity
College
was
founded
in
1592
– 2015QS
ranking:
– 1st in
Ireland
– 77st worldwide
– Top
1%
School
of
Engineering
worldwide
– Only
Irish
university
to
rank
in
the
top
100
world
universities
and
amongst
the
top
50
European
universities
by
the
Times
Higher
Education
Supplement
– Approximately
16,000
students
– Approximately
€154m
in
research
income
per
year
6. Trinity
College
Dublin,
The
University
of
Dublin
Successful
engineering
is
all
about
understanding
how
things
break
or
fail
Henry
Petroski
Research
&
Experimentation
7. Trinity
College
Dublin,
The
University
of
Dublin
Engineering
and
experimentation
Reinforcement
and
demonstration
through
experimentation
are
extremely
important
for
understanding
physics
and
engineering
phenomena,
especially
wireless
communications
and
its
physical
properties.
The
most
effective
way
to
demonstrate
such
physical
properties
and
the
impairments
of
wireless
signals
is
through
radio
experimentation
on
top
of
well
equipped
radio
testbeds
"Virtualizing
testbed
resources
to
enable
remote
experimentation
in
online
telecommunications
education",
Johann
M.
Marquez-‐Barja,
Nicholas
Kaminski,
Francisco
Paisana,
Christos
Tranoris,
Luiz
A.
DaSilva.
IEEE
Global
Engineering
Education
Conference
(EDUCON15).
pp 822-‐829.
March,
2015.
Tallinn,
Estonia
.
ISBN
978-‐1-‐4799-‐1907-‐9/15/.
8. Trinity
College
Dublin,
The
University
of
Dublin
EU
Research
and
Innovation
EU
support
for
RIs
in
the
context
of
its
Framework
Programmes (FPs)
• FP2
(1987-‐1991)
€30
million
• FP7
(2007-‐2013)
€1.85
billion
• Horizon
2020
(2014-‐2020)
€2.5
billion
• New
world-‐class
research
infrastructures
• Optimizing
the
use
of
the
national
facilities
• ICT
based e-‐infrastructures which
are
essential
to
enable
access
to
distant
resources,
remote
collaboration,
and
massive
data
processing
in
all
scientific
fields
Research
Infrastructures
(RI)
https://ec.europa.eu/programmes/horizon2020/en/area/research-‐infrastructures
9. Trinity
College
Dublin,
The
University
of
Dublin
Future
Internet
Research
Experimentation
FIRE
European
Commission
initiative
• FIRE
initiative
is
a
European
endeavour
that
promotes
the
creation
of
wide-‐scale
federations
of
high-‐
performance
testbed
and
experimentation
facilities
for
internet
and
network-‐related
research.
10. Trinity
College
Dublin,
The
University
of
Dublin
LARGE-‐SCALE
EXPERIMENTAL
TESTBEDS
EC
budget
SmartFIREproject,
ICT
2015
Conference
11. Trinity
College
Dublin,
The
University
of
Dublin
Experimentation-‐based
Research
FIRE
Projects
12. Trinity
College
Dublin,
The
University
of
Dublin
Trinity
College
Dublin
– Smart
Reconfigurable
Radio
Testbed
Smart
Reconfigurable
Radio
Testbed
15. Trinity
College
Dublin,
The
University
of
Dublin
Some
FIRE
facilities
PlanetLab
Europe
UNIVBRIS
OFELIA
island
FuSeCo
playground
i2CAT
OFELIA
island
Smart
Santander
facility
NETMODE
wireless
testbed
NITOS
wireless
testbed
Grid’5000
EPCC
BonFIRE
testbed
iLab.t
Virtual Wall
Sydney:
NORBIT
testbed
Korea:
KOREN
testbed
iLab.t
Wireless
lab
Outside
EU
Outside
EU
UC3M
optical
access
testbed
Stanford
optical
access
testbed
UPC
community
lab
UMA
LTE
performance
lab
TCD
SDR
radio
16. Trinity
College
Dublin,
The
University
of
Dublin
The
focus
of
the
FIRE
Facilities
http://www.ict-‐fire.eu
17. Trinity
College
Dublin,
The
University
of
Dublin
Experimenter
Testbed
Resource
Testbed
management
Discovery, reservation, provisioning
OML
Filter
OML
store
in
SQL
OML
visua-
liser
Measurements & monitoring
Nagios
server
RRDTool
(collectd)
Zabbix
server
ML MA
AM: Aggregate Manager
EC: Experiment controller
RC: Resource controller
ML: Measurement Library
MA: Monitoring Agent
AM
F4F
Portal
MySlice
Flack
OmniSFI jFed
RC
OMF6
EC
NEPI
SSH
client
Experiment control
XMPP
server
SFA
SFA
FRCP
FRC
P
SSH
SSH
ML OML stream MA stream
MA stream
OML stream
OML stream
Signed X.509
certificate
19. Trinity
College
Dublin,
The
University
of
Dublin
Learning
and
education
Learning
underpins
human
society
as
an
essential
activity
for
societal advancement
as
well
as
personal
well-‐being
In
2009
the
European
Union
budget
on
education
was
6.2%
of
the
European
Gross
Domestic
Product
The
recent
economy
crash
has
forced
a
reduction
in
educational
in
several
countries
Innovative
solutions
to
provision
cost-‐
effective
high
quality
learning are
needed
"FORGE:
Enhancing
elearning
and
research
in
ICT
through
remote
experimentation",
Johann
M.
Marquez-‐Barja,
Guillaume
Jourjon,
Mikroyannidis
Alexander,
Christos
Tranoris,
John
Domingue,
Luiz
A.
DaSilva.
IEEE
Global
Engineering
Education
Conference
(EDUCON14).
pp
1157-‐1163.
April,
2014.
Istambul,
Turkey .
ISBN
978-‐1-‐4799-‐3191-‐0.
20. Trinity
College
Dublin,
The
University
of
Dublin
• Physical
experimentation
• Expensive,
in
particular
for
low-‐
budget
institutions
• Deploying
and
maintaining
experimental
facilities
is
costly
• Developing
cutting
edge
telecommunications
technologies
requires
massive
effort
and
budget
• Learners
constrained
by
location
and
lab
opening
hours
"Assessing
the
impact
of
remote
hands-‐on
experimentation
on
engineering
students",
Johann
M.
Marquez-‐Barja,
Nicholas
Kaminski,
Guillaume
Jourjon,
Jono
Vanhie-‐Van
Gerwen,
Daan Pareit,
Luiz
A.
DaSilva.
IEEE
Transactions
on
Education.
[In
preparation],
2015.
• Online
laboratories
• Online
laboratories
provide
remote
access
to
experiments
allowing
students
to
access
experiments
without
time
and
location
restrictions
• FORGE
project’s
initiative
towards
empowering
education
by
enabling
hands-‐on
remote
experimentation
• Trinity
College
Dublin
is
focused
on
enhancing
online
telecommunications
engineering
education
by
enabling
hands-‐
on
remote
experimentation
over
its
Smart
Reconfigurable
Radio
Testbed
Experimentation
is
a
key
component
of
engineering
education
21. Trinity
College
Dublin,
The
University
of
Dublin
Online
laboratories
• Virtual
labs
• software-‐based
laboratories
• simulation
tools
• Remote
labs
• Experimentation
on
real
lab
equipment
• Hybrid
labs
• Output
data
from
real
measurements/equipment
• Processed
by
simulation
tools
Summarized
taxonomy
“Virtual
Labs
Project:
A
Paradigm
Shift
in
Internet-‐Based
Remote
Experimentation,”
R.
Bose,
IEEE
Access,
vol.
1,
pp.
718–725,
2013.
Available:
http://dx.doi.org/10.1109/access 2013.2286202
22. Trinity
College
Dublin,
The
University
of
Dublin
Education
and
experimentation
Experimentation-‐based
projects
23.
24. Trinity
College
Dublin,
The
University
of
Dublin
Forging
Online
Education
through
FIRE
(FORGE)
FORGE
is
a
project
bringing
the
FIRE
and
eLearning
worlds
together.
In
particular,
FORGE
aligns
FIRE
(Future
Internet
Research
and
Experimentation)
with
the
ongoing
education
revolution.
FORGE
specifies
development
methodologies
and
best
practices
for
offering
FIRE
experimentation
facilities
to
learners
and
to
the
learning
community
in
general
The
project
leads
to
a
strong
connection
between
the
learning
community
and
existing
FIRE
platforms
and
supporting
tools
"FORGE
Toolkit:
Leveraging
Distributed
Systems
in
eLearning
Platforms",
Guillaume
Jourjon,
Johann
M.
Marquez-‐Barja,
Thierry
Rakotoarivelo,
Alexander
Mikroyannidis,
Kostas
Lampropoulos,
Spyros
Denazis,
Christos
Tranoris,
Daan
Pareit,
John
Domingue,
Luiz
A.
DaSilva,
Max
Ott.
IEEE
Transactions
on
Emerging
Topics
in
Computing,
2015.
25. Trinity
College
Dublin,
The
University
of
Dublin
FORGE
objectives
FORGE
is
transforming
the
FIRE
facilities,
already
vital
for
European
research,
into
a
learning
resource
for
higher
education,
enabling
educators
to
easily
create
experiment-‐based
learning
resources
FORGE
allows
educators
to
create,
use and
re-‐use FIRE-‐based
learning
experiences
through
our
tools
and
techniques
FORGE
enables
equity
of
access
to
the
latest
ICT
systems
and
tools
independent
of
location
and
at
low
cost.
Experimental
facilities
are
expensive!!!
26. Trinity
College
Dublin,
The
University
of
Dublin 26FORGE
Project
FP7-‐ICT-‐610889
reference
architecture
HTML
Content
resources
FIRE
Testbeds
FRCP/SFA/SSH
FIRE
Adapter
FIRE
Adapter
FIRE
Adapter
FIRE
Adapter
FIRE
Adapter
Widget
service
Shared
repository
Widget
references
FIRE
Adapter
references
Shared
courses
VLE
SCORM
Export
service
LTI
2.0
tool
service
provider
ePub
Export
service
Import/Export
content
Import
SCORM
content
Import/Export
Content/widgets/adapters
Consume
LTI
2.0
FORGEBox
content
LRS
User
Activity
3rd party
deployments
ePub
reader
(in
tablets,
eBook
readers,
etc.)
Management
Services
-‐local
users
-‐content
-‐hosted
widgets
-‐hosted
FIRE
adapters
Web
browser
DB
Widget
UI
Consume
LTI
2.0
FORGEBox
widgets
FORGEBoxreference
architecture
27. Trinity
College
Dublin,
The
University
of
Dublin
Cross-‐platform:
virtually
any
platform
– Modern
web
browser
– FORGEBox
– Any
LMS
supporting
iframes
– Apple
iBook
– EPUB3
Resulting
web
widgets
+
iBook
29. Trinity
College
Dublin,
The
University
of
Dublin
FORGE
Methodology
Creating
FIRE
courseware
Two
main
stages
– Course
preparation
– FORGE
supported
activities
(http://www.forgebox.eu/fb/preview_course.php?course_id=78)
"A
methodology
for
the
design,
delivery
and
evaluation
of
learning
resources
for
remote
experimentation",
Alexander
Mikroyannidis,
Aitor
Gomez-‐Goiri,
John
Domingue,
Christos
Tranoris,
and
Johann
M.
Marquez-‐
Barja.
IEEE
Global
Engineering
Education
Conference
(EDUCON16).
[to
appear],
2016.
Abu
Dhabi,
United
Arab
Emirates
30. Trinity
College
Dublin,
The
University
of
Dublin
Specifying
course
requirements
Dynamic
spectrum
access
&
wireless
signalling– Use
case
• Lab
sessions
within
a
master
course
on
wireless
networks
and
communications
systems
• Basic
knowledge
of
wireless
comms systems
is
a
pre-‐requisite
for
this
lab
• Learning
outcomes:
• Understanding
of
the
impairments
to
wireless
comms
• Gaining
tangible
experience
with
interference
and
interference-‐
avoidance
techniques
• Understanding
OFDM
modulation
• Understanding
of
Dynamic
Spectrum
Access
techniques
• Appreciation
of
realistic
wireless
applications
31. Trinity
College
Dublin,
The
University
of
Dublin
Identifying
FIRE
facilities
Dynamic
spectrum
access
&
wireless
signalling– Use
case
• Smart
Reconfigurable
Radio
Testbed @
CONNECT,
Trinity
College
Dublin,
Ireland
• USRPs
in
a
grid
configuration
• Cloud-‐based
computing
VMs
• Dedicated
indoor
testing
environment
32. Trinity
College
Dublin,
The
University
of
Dublin
Authoring
educational
content
Reuse
content
of
lecture
slides
Multimedia
material
Dynamic
spectrum
access
&
wireless
signalling– Use
case
33. Trinity
College
Dublin,
The
University
of
Dublin
Integration
of
FIRE
facilities
and
content
Interaction
via
widgets
and
FIRE
adapters
– Control
widgets
– Visualization
widgets
– Adaptions
for
the
specific
testbed
management
system
Dynamic
spectrum
access
&
wireless
signalling– Use
case
34. Trinity
College
Dublin,
The
University
of
Dublin
Integration
of
FIRE
facilities
and
content
Dynamic
spectrum
access
&
wireless
signalling– Use
case
www.ict-‐forge.eu
www.fed4fire.eu
www.ict-‐fire.eu
www.crew-‐project.eu
35. Trinity
College
Dublin,
The
University
of
Dublin
Deployment
and
impact
– Trinity
College
Dublin,
Ireland
(March
2015)
– University
of
Brasilia,
Brazil
(July
2015)
– Federal
University
of
Rio
de
Janeiro,
Brazil
(July
2015)
– Federal
University
of
Rio
de
Janeiro,
Brazil
(Sept.
2015)
– IT
Mexicali,
Mexico
(October
2015)
– Trinity
College
Dublin,
Ireland
(March
2016)
– University
of
Brasilia,
Brazil
(May
2016)
– IT
Mexicali,
Mexico
(October
2016)
Dynamic
spectrum
access
&
wireless
signalling– Use
case
36. Trinity
College
Dublin,
The
University
of
Dublin
Evaluation
and
reflection
Questionnaires
used
to
inquire
student
perception
(Qualitative)
– Surveymonkey.com (anonymize)
– Google
forms
Learning
analytics
integrated
into
the
widgets
xAPI (Quantitative)
– Learning
Locker
Dynamic
spectrum
access
&
wireless
signalling– Use
case
"Deploying
Learning
Analytics
for
Online
Scientific
Experimentation",
Alexander
Mikroyannidis,
Aitor
Gomez-‐
Goiri,
John
Domingue,
Christos
Tranoris,
Daan
Pareit,
Jono Vanhie-‐Van
Gerwen,
and
Johann
M.
Marquez-‐Barja.
5th
Workshop
on
Awareness
and
Reflection
in
Technology
Enhanced
Learning
(ARTEL
2015),
satellite
workshop
of
the
10th
European
Conference
on
Technology
Enhanced
Learning.
pp
105-‐112.
September,
2015.
Toledo,
Spain
37. Trinity
College
Dublin,
The
University
of
Dublin
Current
trends
in
wireless
networking
Remote
experimentation
in
your
pockets… Guilles
Lambert
Current
trends
in
wireless
networking
EXPERIMENTATION
Research
&
&
Education