The National Laboratory for High Performance Computing (NLHPC) in Chile aims to:
1) Offer top-quality HPC services and training to support national research computing demands.
2) Stimulate the creation of a national high-speed research network and develop links between academic groups, industry, and the public sector.
3) Build a world-class HPC facility through innovative architectures, powerful resources, and collaboration on international projects.
The Winter edition of PTC Product Lifecycle Report eMagazine shares the latest stories on engineering innovation, the Internet of Things, 3D printing, robotics and much more.
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The document provides information about available HPC resources at CSUC. It summarizes the hardware facilities which include the Canigó and Pirineus II clusters totaling 3,888 cores and 391 TFlops of computing power. It describes the working environment including the Slurm workload manager, storage units, and development tools available. It also outlines how users can access the services through RES projects, pricing, and the EuroCC Spain testbed for national HPC competence.
Presentació a càrrec d'Adrián Macía, cap de Càlcul Científic del CSUC, duta a terme a la "5a Jornada de formació sobre l'ús del servei de càlcul" celebrada el 16 de desembre de 2021 en format virtual.
The Winter edition of PTC Product Lifecycle Report eMagazine shares the latest stories on engineering innovation, the Internet of Things, 3D printing, robotics and much more.
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Este documento describe las urgencias odontológicas más comunes, incluyendo el absceso subperióstico y submucoso. Define cada condición, sus signos y síntomas, y la conducta recomendada que generalmente involucra el drenaje quirúrgico de la colección purulenta seguido de antibióticos y control en 24 horas. También incluye información sobre el examen clínico de pacientes con dolor odontológico agudo y el diagnóstico diferencial de estas afecciones.
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The document summarizes available HPC resources at CSUC, including hardware facilities, the working environment, development tools, and how to access services. The main systems are Canigó with 384 cores and 33 TFlops peak performance, and Pirineus II with 2,688 cores and 284 TFlops. Resources are managed by Slurm and available partitions include standard, GPU, and Intel KNL nodes. Users can access resources through RES projects or by purchasing compute units.
The document provides information about available HPC resources at CSUC. It summarizes the hardware facilities which include the Canigó and Pirineus II clusters totaling 3,888 cores and 391 TFlops of computing power. It describes the working environment including the Slurm workload manager, storage units, and development tools available. It also outlines how users can access the services through RES projects, pricing, and the EuroCC Spain testbed for national HPC competence.
Presentació a càrrec d'Adrián Macía, cap de Càlcul Científic del CSUC, duta a terme a la "5a Jornada de formació sobre l'ús del servei de càlcul" celebrada el 16 de desembre de 2021 en format virtual.
The document summarizes the available high performance computing (HPC) resources at CSUC. It describes the hardware facilities including the Canigó and Pirineus II clusters, totaling over 3,000 cores and 317 TFlops of processing power. The working environment uses Linux and Slurm for job scheduling. Development tools like compilers, MPI libraries, and math libraries are available to support modeling and simulation work.
CINECA for HCP and e-infrastructures infrastructuresCineca
Sanzio Bassini. Head of the HPC Department of Cineca. Cineca is the technological partner of the Ministry of Education, and takes part in the Italian commitment for the development of e-infrastrcuture in Italy and in Europe for HCP and HCP technologies; scientific data repository and management, cloud computing for industries and Public administration, for the development of computing intensive and data intensive methods for science and engineering
Cineca offers a unique offer for: open access of integrated tier0 and tier1 HCP national infrastructure; of education and training activities under the umbrella of PRACE Training
advanced center action; integrated help desk and scale up process for HCP users support
Overview of challenges being faced by the AI community to achieve high-performance, scalable and distributed DNN training on Modern HPC systems with both scale-up and scale-out strategies. After that, the talk will focus on a range of solutions being carried out in my group to address these challenges. The solutions will include: 1) MPI-driven Deep Learning, 2) Co-designing Deep Learning Stacks with High-Performance MPI, 3) Out-of-core DNN training, and 4) Hybrid (Data and Model) parallelism. Case studies to accelerate DNN training with popular frameworks like TensorFlow, PyTorch, MXNet and Caffe on modern HPC systems will be presented.
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...inside-BigData.com
In this deck from the Stanford HPC Conference, Nick Nystrom and Paola Buitrago provide an update from the Pittsburgh Supercomputing Center.
Nick Nystrom is Chief Scientist at the Pittsburgh Supercomputing Center (PSC). Nick is architect and PI for Bridges, PSC's flagship system that successfully pioneered the convergence of HPC, AI, and Big Data. He is also PI for the NIH Human Biomolecular Atlas Program’s HIVE Infrastructure Component and co-PI for projects that bring emerging AI technologies to research (Open Compass), apply machine learning to biomedical data for breast and lung cancer (Big Data for Better Health), and identify causal relationships in biomedical big data (the Center for Causal Discovery, an NIH Big Data to Knowledge Center of Excellence). His current research interests include hardware and software architecture, applications of machine learning to multimodal data (particularly for the life sciences) and to enhance simulation, and graph analytics.
Watch the video: https://youtu.be/LWEU1L1o7yY
Learn more: https://www.psc.edu/
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
A Library for Emerging High-Performance Computing ClustersIntel® Software
This document discusses the challenges of developing communication libraries for exascale systems using hybrid MPI+X programming models. It describes how current MPI+PGAS approaches use separate runtimes, which can lead to issues like deadlock. The document advocates for a unified runtime that can support multiple programming models simultaneously to avoid such issues and enable better performance. It also outlines MVAPICH2's work on designs like multi-endpoint that integrate MPI and OpenMP to efficiently support emerging highly threaded systems.
This document summarizes a meeting between GAIA Tech1 and CESCA regarding data repositories. CESCA provides HPC, storage, networking and other services to universities in Catalonia. It manages various digital repositories including DSpace for documents and PADICAT for web archiving. The meeting covered CESCA services, examples of repositories, and considerations for long-term preservation. Regarding GAIA, CESCA currently handles some data processing, databases, storage and backup. Potential future collaborations discussed included handling large datasets, improving searches and interoperability, and ensuring long-term preservation through methods like dark copies.
Science and Cyberinfrastructure in the Data-Dominated EraLarry Smarr
10.02.22
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Title: Science and Cyberinfrastructure in the Data-Dominated Era
San Diego, CA
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...Larry Smarr
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Larry Smarr, Calit2 & Phil Papadopoulos, SDSC/Calit2
Title: High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biomedical Sciences
Big Data Everywhere Chicago: High Performance Computing - Contributions Towar...BigDataEverywhere
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This document summarizes a presentation on HPC performance tools and the road to exascale computing. It discusses:
1) The challenges of exascale computing, including the need for unprecedented computing power for scientific simulations and big data, and issues around power consumption. New hardware architectures like multicore and manycore chips as well as new software paradigms will be required.
2) Performance tools that will be essential for exascale systems, including debugging tools, performance analysis tools, and correctness checking tools. Several European and U.S. initiatives are working to develop necessary performance tools.
3) Several European exascale initiatives including GENIUS, which aims to help exploit data from the Gaia
This document discusses the potential for using cloud computing technologies within grid computing infrastructures. It begins by reviewing the history and achievements of grid computing projects like EGEE, which established a successful worldwide infrastructure. However, grids are complex and have limitations in flexibility and cost that clouds could help address. Integrating clouds and virtualization could provide grids with more dynamic elasticity and reduce costs. While challenges remain around costs, security and provider lock-in, clouds may attract more resource providers and increase flexibility. Overall grids and clouds could complement each other, with clouds helping grids scale to accommodate peak usage in a more cost-effective manner.
This document discusses the history and current state of grid computing infrastructure projects. It begins by summarizing a 1960 paper by J.C.R. Licklider that envisioned a network of computing centers connected by communication lines. It then provides details about the Laboratory of Instrumentation and Experimental Particle Physics (LIP) and its involvement in projects like the Large Hadron Collider. It outlines the computing challenges of projects like the LHC and how grid computing aims to address these challenges through distributed resources. Finally, it discusses the transition from past projects like EGEE to the current European Grid Initiative (EGI).
This document discusses the potential for using cloud computing technologies within grid computing infrastructures. It begins by reviewing the history and achievements of grid computing projects like EGEE, which established a successful worldwide infrastructure. However, grids are complex and have limitations in flexibility and usability. Integrating clouds could help address these issues by providing more dynamic and elastic resources. Clouds may also attract new resource providers and users. While concerns remain around commercial clouds, clouds in general align well with the goals of supporting a variety of computing needs. Overall, "clouded grids" that leverage cloud technologies within grid infrastructures show promise for the future.
How HPC and large-scale data analytics are transforming experimental scienceinside-BigData.com
In this deck from DataTech19, Debbie Bard from NERSC presents: Supercomputing and the scientist: How HPC and large-scale data analytics are transforming experimental science.
"Debbie Bard leads the Data Science Engagement Group NERSC. NERSC is the mission supercomputing center for the USA Department of Energy, and supports over 7000 scientists and 700 projects with supercomputing needs. A native of the UK, her career spans research in particle physics, cosmology and computing on both sides of the Atlantic. She obtained her PhD at Edinburgh University, and has worked at Imperial College London as well as the Stanford Linear Accelerator Center (SLAC) in the USA, before joining the Data Department at NERSC, where she focuses on data-intensive computing and research, including supercomputing for experimental science and machine learning at scale."
Watch the video: https://wp.me/p3RLHQ-kLV
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
Designing HPC & Deep Learning Middleware for Exascale Systemsinside-BigData.com
DK Panda from Ohio State University presented this deck at the 2017 HPC Advisory Council Stanford Conference.
"This talk will focus on challenges in designing runtime environments for exascale systems with millions of processors and accelerators to support various programming models. We will focus on MPI, PGAS (OpenSHMEM, CAF, UPC and UPC++) and Hybrid MPI+PGAS programming models by taking into account support for multi-core, high-performance networks, accelerators (GPGPUs and Intel MIC), virtualization technologies (KVM, Docker, and Singularity), and energy-awareness. Features and sample performance numbers from the MVAPICH2 libraries will be presented."
Watch the video: http://wp.me/p3RLHQ-glW
Learn more: http://hpcadvisorycouncil.com
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
08.02.02
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Center for Computation and Technology
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Title: 2008—The Year of Global Telepresence
Baton Rouge, LA
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La Universidad Peruana de Ciencias Aplicadas a través de su Directora de Innovación y Transformación, Clery Neyra explica como ven y abordan la innovación en Universidad.
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Watch the video: https://youtu.be/LWEU1L1o7yY
Learn more: https://www.psc.edu/
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
A Library for Emerging High-Performance Computing ClustersIntel® Software
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2) Performance tools that will be essential for exascale systems, including debugging tools, performance analysis tools, and correctness checking tools. Several European and U.S. initiatives are working to develop necessary performance tools.
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Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
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Watch the video: http://wp.me/p3RLHQ-glW
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El documento resume la red inalámbrica de la Universidad de Chile y el uso de Eduroam. Algunos puntos clave son:
1) La red inalámbrica de la U. de Chile tiene 12 controladores wifi y 1300 puntos de acceso que dan servicio a 16,000 dispositivos.
2) Eduroam permite a estudiantes e investigadores conectarse a internet de forma segura en cualquier institución participante usando su cuenta de su universidad de origen.
3) Eduroam en la U. de Chile se implementó en 2012 y ha crecido en uso,
Este documento describe el proceso de diagnóstico de habilidades de los estudiantes mediante una prueba de nivelación. Explica que después de la postulación y matrícula, los estudiantes toman la prueba de nivelación en el sistema de aprendizaje (LMS) y los resultados se sincronizan con el sistema de información académica (SIGA) y la plataforma de atención al estudiante. Los resultados se analizan a nivel granular y se usan para derivar a los estudiantes a cursos de nivelación, eximir as
ESIGN Transformación de la firma, Smart Univerties EDUTIC 2017EDUTIC
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Universidad de Concepción, Arte guía, Smart Univerties EDUTIC 2017EDUTIC
Este documento describe el desarrollo de una aplicación móvil y una solución tecnológica llamada ArteGuía para hacer la Pinacoteca de la Universidad de Concepción más accesible para personas con discapacidad visual. La solución incluye el uso de impresión 3D, iBeacons, guías táctiles en el piso y una aplicación móvil accesible que brinda descripciones de obras de arte, orientación dentro de la galería y otras funciones. El objetivo es que las personas con discapacidad visual puedan experiment
Reuna colaborar para avanzar, Smart Univerties EDUTIC 2017EDUTIC
El documento describe las características de una Universidad inteligente y el papel de la red académica REUNA en Chile para avanzar hacia este modelo. Una Universidad inteligente fomenta el aprendizaje permanente, la colaboración interdisciplinaria y el uso de tecnologías para mejorar la calidad de vida. REUNA promueve la investigación, educación y colaboración entre instituciones a través de su infraestructura de cómputo, almacenamiento y conectividad.
El Dr. Zuniga es miembro de la Asociación de Clínicas de prótesis y órtesis Infantiles y el Colegio Americano de Medicina del Deporte, ha sido autor y coautor de más de 64 artículos publicados en revistas científicas.
Durante 2016 junto a EDUTIC recorrió varias Universidad del Pais para difundir su trabajo.
Autenticación Shibboleth: Experiencia de la Universidad del Bío-BíoEDUTIC
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Integración de iPad: Transformando la clase de DibujoEDUTIC
Este documento describe un proyecto de integración del iPad en la clase de dibujo en la Universidad del Desarrollo. El proyecto buscó resolver problemas como la desmotivación de los estudiantes y malos resultados en dibujo, aplicando cambios metodológicos como el uso de aplicaciones en el iPad y compartiendo videos. El proyecto luego se expandió a otros profesores. Aunque hubo dificultades como tiempos para la práctica, los resultados mostraron que los contenidos y clases fueron más motivadores y el proceso de dibujo más
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Este documento describe la plataforma digital REUNA que conecta instituciones de educación e investigación en Chile a redes globales. REUNA ofrece recursos como educación a distancia, acceso a recursos científicos compartidos y ambientes de colaboración para que las instituciones chilenas puedan participar en el contexto global de investigación y educación. Actualmente REUNA conecta a 24 instituciones chilenas, 14 países y más de 1,400 instituciones en la región, con el objetivo de integrar a todas las instituciones de educación superior e investigación en Chile
Leveraging Generative AI to Drive Nonprofit InnovationTechSoup
In this webinar, participants learned how to utilize Generative AI to streamline operations and elevate member engagement. Amazon Web Service experts provided a customer specific use cases and dived into low/no-code tools that are quick and easy to deploy through Amazon Web Service (AWS.)
How to Add Chatter in the odoo 17 ERP ModuleCeline George
In Odoo, the chatter is like a chat tool that helps you work together on records. You can leave notes and track things, making it easier to talk with your team and partners. Inside chatter, all communication history, activity, and changes will be displayed.
Main Java[All of the Base Concepts}.docxadhitya5119
This is part 1 of my Java Learning Journey. This Contains Custom methods, classes, constructors, packages, multithreading , try- catch block, finally block and more.
How to Manage Your Lost Opportunities in Odoo 17 CRMCeline George
Odoo 17 CRM allows us to track why we lose sales opportunities with "Lost Reasons." This helps analyze our sales process and identify areas for improvement. Here's how to configure lost reasons in Odoo 17 CRM
Walmart Business+ and Spark Good for Nonprofits.pdfTechSoup
"Learn about all the ways Walmart supports nonprofit organizations.
You will hear from Liz Willett, the Head of Nonprofits, and hear about what Walmart is doing to help nonprofits, including Walmart Business and Spark Good. Walmart Business+ is a new offer for nonprofits that offers discounts and also streamlines nonprofits order and expense tracking, saving time and money.
The webinar may also give some examples on how nonprofits can best leverage Walmart Business+.
The event will cover the following::
Walmart Business + (https://business.walmart.com/plus) is a new shopping experience for nonprofits, schools, and local business customers that connects an exclusive online shopping experience to stores. Benefits include free delivery and shipping, a 'Spend Analytics” feature, special discounts, deals and tax-exempt shopping.
Special TechSoup offer for a free 180 days membership, and up to $150 in discounts on eligible orders.
Spark Good (walmart.com/sparkgood) is a charitable platform that enables nonprofits to receive donations directly from customers and associates.
Answers about how you can do more with Walmart!"
Strategies for Effective Upskilling is a presentation by Chinwendu Peace in a Your Skill Boost Masterclass organisation by the Excellence Foundation for South Sudan on 08th and 09th June 2024 from 1 PM to 3 PM on each day.
This slide is special for master students (MIBS & MIFB) in UUM. Also useful for readers who are interested in the topic of contemporary Islamic banking.
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Chapter wise All Notes of First year Basic Civil Engineering.pptxDenish Jangid
Chapter wise All Notes of First year Basic Civil Engineering
Syllabus
Chapter-1
Introduction to objective, scope and outcome the subject
Chapter 2
Introduction: Scope and Specialization of Civil Engineering, Role of civil Engineer in Society, Impact of infrastructural development on economy of country.
Chapter 3
Surveying: Object Principles & Types of Surveying; Site Plans, Plans & Maps; Scales & Unit of different Measurements.
Linear Measurements: Instruments used. Linear Measurement by Tape, Ranging out Survey Lines and overcoming Obstructions; Measurements on sloping ground; Tape corrections, conventional symbols. Angular Measurements: Instruments used; Introduction to Compass Surveying, Bearings and Longitude & Latitude of a Line, Introduction to total station.
Levelling: Instrument used Object of levelling, Methods of levelling in brief, and Contour maps.
Chapter 4
Buildings: Selection of site for Buildings, Layout of Building Plan, Types of buildings, Plinth area, carpet area, floor space index, Introduction to building byelaws, concept of sun light & ventilation. Components of Buildings & their functions, Basic concept of R.C.C., Introduction to types of foundation
Chapter 5
Transportation: Introduction to Transportation Engineering; Traffic and Road Safety: Types and Characteristics of Various Modes of Transportation; Various Road Traffic Signs, Causes of Accidents and Road Safety Measures.
Chapter 6
Environmental Engineering: Environmental Pollution, Environmental Acts and Regulations, Functional Concepts of Ecology, Basics of Species, Biodiversity, Ecosystem, Hydrological Cycle; Chemical Cycles: Carbon, Nitrogen & Phosphorus; Energy Flow in Ecosystems.
Water Pollution: Water Quality standards, Introduction to Treatment & Disposal of Waste Water. Reuse and Saving of Water, Rain Water Harvesting. Solid Waste Management: Classification of Solid Waste, Collection, Transportation and Disposal of Solid. Recycling of Solid Waste: Energy Recovery, Sanitary Landfill, On-Site Sanitation. Air & Noise Pollution: Primary and Secondary air pollutants, Harmful effects of Air Pollution, Control of Air Pollution. . Noise Pollution Harmful Effects of noise pollution, control of noise pollution, Global warming & Climate Change, Ozone depletion, Greenhouse effect
Text Books:
1. Palancharmy, Basic Civil Engineering, McGraw Hill publishers.
2. Satheesh Gopi, Basic Civil Engineering, Pearson Publishers.
3. Ketki Rangwala Dalal, Essentials of Civil Engineering, Charotar Publishing House.
4. BCP, Surveying volume 1
This presentation includes basic of PCOS their pathology and treatment and also Ayurveda correlation of PCOS and Ayurvedic line of treatment mentioned in classics.
Digital Artefact 1 - Tiny Home Environmental Design
National Laboratory for High Performance Computing (NLHPC)
1. National Laboratory for High
Performance Computing
(NLHPC)
Eduardo'Vera
Execu&ve(Director(.(NLHPC(.(www.nlhpc.cl
Center(for(Mathema&cal(Modeling((CMM)
! ! ! !
! !
2. Mission & Vision
To consolidate a national facility for HPC by offering
top quality services and advanced training to answer
the national demand for scientific computing,
developing links between research groups, the
industry and the public sector
We envision the NLHPC as a competitive facility of
world-class quality for research services in HPC
3. Objectives
CRITICAL IT PARTNER TO LARGE-SCALE AND DATA INTENSIVE
RESEARCH PROJECTS BASED ON HPC
1. To develop and support 3. To use and explore
powerful and reliable innovative architectures and
computing and network techniques to accelerate
resources enabling national scientific computing.
researchers to have access
to HPC capacity to solve 4. To trigger new industrial
computing- and data- initiatives in HPC.
intensive scientific 5. To help educate the next
problems. generation of scientists and
2. To stimulate and participate engineers in HPC.
in the creation of a national 6. To increase social
high-speed network for the awareness of the role of
transmission of research HPC in contemporary
data. society and technological
development.
4. Estimated Scientific Demand for HPC:
A Key Issue for improving Chilean competitiveness
• Near to 50 Chilean research
groups (aprox. 300 researchers)
are actually demanding HPC
resources
• The expansion of Chilean research
in data-driven sciences such as
Omics, Bioinformatics and
Astronomy, requires a national
facility for HPC services
• Scientific contributions in areas
such Molecular Simulations,
Quantum chemistry and
Astrophysics are highly dependent
on the availability of HPC
capacities
• Astronomy will become a highly
demanding research field for
HPC: LSST and AURA will
produce more than 40TB of raw
data per night
5. Associative Model:
An Open Model
NLHPC Associated Institutions
Universidad Católica
del Norte (UCN)
Chile
Universidad Santa
María (USM)
Universidad de Chile
(UChile)
Sponsoring Institution
Universidad Católica
(UC)
REUNA
Connectivity
Universidad de
Santiago (USACH)
N
Universidad de Talca
(UTalca)
Universidad de la
Frontera (UFRO)
Other Chilean 200 miles
institutions to be
added ...
6. NLHPC International Network:
Global Outlook
• Access to advanced training
• Technological support network
• Collaboration agreements and joint research projects
• Participation on international HPC networks and projects: Gellato
Federation, PRAGMA, GISELA
• CMM’s technology partners: IBM, HP, Microsoft and NTT
8. Current CMM Technology:
An Advanced Computing Cluster Open to the
Chilean Scientific Community
IBM iDataplex machine (Levque)
• 66 computing nodes
• 600 cores, Intel Xeon X5550 (nehalem)
• 3 GB per core
• Two IB ports 40 GB/s
• 100% non-blocking Infiniband interconnection
Switch Qlogic 12800-180
• Nodes for queuing, metadata storage, applications
testing, development, grid access and webservices
access
• Data gathered during last month with only 20% of potential users
• 75% of average CPU load
9. NLHPC Advanced Network
Technology:
Strengthening Academic Networks across the country
0.25x = 2.5Gbps 350M bps
REUNA REUNA REUNA
(North of Chile) (Santiago) (South of Chile)
1Gbps (Dark Fiber)
1Gbps (Dark Fiber)
CMM
HPC Infrastructure
UChile Institutional Network
Additional impact of the network Current situation
enhancement:
• e-learning
• Video-conferencing
• Accessing e-infrastructures
• Distributing knowledge
10. NLHPC Advanced Network
Technology:
Strengthening Academic Networks across the country
USM UC USACH UTALCA
10Gbps x (Dark Fiber) 1Gbps
1Gbps
REUNA
0.25x = 2.5Gbps REUNA 1Gbps REUNA
(North of Chile) (Santiago) (South of Chile)
1Gbps
1Gbps 10Gbps x (Dark Fiber)
1Gbps (Dark Fiber)
CMM
HPC Infrastructure
UCN UFRO
UCHILE
Institutional Network
Additional impact of the network NLHPC situation
enhancement:
• e-learning
• Video-conferencing
• Accessing e-infrastructures
• Distributing knowledge
11. Educating the next generation of scientists and
engineers in HPC
• To consolidate undergraduate
courses in HPC
• To offer advanced courses in HPC for
Doctoral training
• To organize periodic seminars on
HPC
• To organize the NLHPC Annual
Symposium
• To organize Industrial Workshops to
promote the adoption of HPC by the
industry
12. Outreach: Increasing the social awareness of the role of HPC
in contemporary society and technological development
• Open Innovation program in HPC
• High-school guided visits
• HPC installation at MIM (Interactive
Science Museum)
• Explora Projects
• HPC Cup
• General public lectures on the HPC
impact in Mining Industry, Astronomy,
Biotechnology, Climate Modeling,
Early Alerts in Critical Events