8/8/2016
$13.7 Million NSF Grant Creates Natural Hazards Engineering Center at UT Austin | UT News | The University of Texas at Austin
UTNews
The University of Texas at Austin
$13.7 Million NSF Grant Creates Natural Hazards Engineering
Center at UT Austin
July 21, 2015
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AUSTIN, Texas — A new cyberinfrastructure effort funded by a $13.7 million grant from the
National Science Foundation will help engineers build safer structures that can better withstand
natural hazards such as earthquakes and windstorms.
The Cockrell School of Engineering at The University of Texas at Austin is leading the effort to build
a software platform, data repository and tools that will help the United States design more resilient
buildings, levees and other public infrastructure that could protect lives, property and communities.
The Cockrell School team will use analytics, storage, visualization and cloud technologies at the
university’s Texas Advanced Computing Center (TACC) to develop DesignSafe, a resource-sharing
Web platform that will enable computer models and simulations of natural hazards that can be
validated against real-world data, creating an easily accessible resource for natural hazards
researchers across the United States.
“We are bringing together our expertise in engineering and information technology to develop the
best tools to help engineers better understand the impact of natural hazards on our cities and
infrastructure,” said Ellen Rathje, a civil engineering professor in the Cockrell School and principal
investigator on the project. “There is tremendous potential to save lives and property through better
engineering, design and planning. The platform we develop here will help engineers use data and
simulation to improve the design and planning processes.”
Rathje, an expert in earthquake engineering, will lead the UT Austin team, which will include
aerospace engineering professor Clint Dawson, who brings hurricane modeling expertise, and TACC
director Dan Stanzione, a leader in high-performance computing. The team is partnering with Jamie
Padgett of Rice University, Jean-Paul Pinelli of the Florida Institute of Technology and researchers
from other universities across the country.
http://news.utexas.edu/2015/07/21/nsffundscyberinfrastructureeffortatutaustin
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8/8/2016
$13.7 Million NSF Grant Creates Natural Hazards Engineering Center at UT Austin | UT News | The University of Texas at Austin
The cyberinfrastructure grant is part of the NSF’s new Natural Hazards Engineering Research
Infrastructure (NHERI) program. NHERI was created to enable research and educational
advancements aimed at preventing natural hazard events from becoming societal disasters.
“Collaborative engineering research is critical to making our buildings and lifelines resistant to
earthquakes, tornadoes and hurricanes,” said Joy Pauschke, NSF program director for NHERI. “The
NHERI cyberinfrastructure will help spur engineering advances and bring together the natural
hazards research community with an accessible platform for sharing data, computational (or
simulation) tools and other resources.”
A primary goal of DesignSafe
is to enable engineers to
inexpensively and efficiently
run hazard simulations and
create models to compare and
evaluate different alternatives
for a building, levee or other
structure before selecting a
design. Running large-scale
simulations requires efficient,
open source computer codes.
To meet this need, the
DesignSafe team will
incorporate open source
software systems into the
platform, including the NSFsupported OpenSees program
for earthquake engineering
simulations, originally
developed by UT Austin
President Gregory L. Fenves.
The image (above) represents the potential flooding that could occur in the HoustonGalveston area if a hurricane with significant storm surge was to impact the region. These
results were achieved using a storm surge model run on TACC's supercomputer Stampede
by Professor Clint Dawson’s group, Computational Hydraulics. Image courtesy of
the Cockrell School of Engineering
Another key component of DesignSafe is that it will allow researchers to consider a holistic view of
infrastructure construction. Researchers will be able to integrate not only data on types of materials,
building costs and designs, but also societal data about residents living in and around infrastructure.
Additionally, the DesignSafe team will build a Reconnaissance Integration Portal that provides
access to RAPID (NSF-funded Rapid Response Research) reconnaissance data, and a Developer’s
Portal for users to innovate new capabilities.
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8/8/2016
$13.7 Million NSF Grant Creates Natural Hazards Engineering Center at UT Austin | UT News | The University of Texas at Austin
“NHERI will empower us to bring together experiments, experimental data, computational
simulation and field reconnaissance data in a single computational environment so we can make
advances that could significantly impact our ability to create safer, stronger buildings,” Stanzione
said. “The cyberinfrastructure will incorporate new innovation from the community over time.”
The team plans to launch DesignSafe during the next eight months. As part of the grant, DesignSafe
will offer online training materials, virtual communities, hands-on education workshops and student
competitions.
About NSF’s Natural Hazards Engineering Research Infrastructure program:
The larger NHERI effort will create various shared-use research facilities that will replace the
George E. Brown Jr. Network for Earthquake Engineering Simulation. From 2015 through 2019,
NHERI will be a distributed, multiuser, national facility created to provide the natural hazards
engineering community with access to research infrastructure (earthquake and wind engineering
experimental facilities, cyberinfrastructure, computational modeling and simulation tools, and
research data), coupled with education and community outreach activities.
For more information, visit: www.designsafe-ci.org.
For more information, contact: Sandra Zaragoza, Cockrell School of Engineering, 512-4712129; Faith Singer, Texas Advanced Computing Center, 512-232-5771.
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DesignSafe-ci: A Cyberinfrastructure for the Natural Hazards
Engineering Community
DesignSafe-ci.org will provide a
comprehensive
environment
for
experimental,
theoretical,
and
computational
engineering
and
science, providing a place not only to
steward data from its creation through
archive, but also the workspace in
which to understand, analyze,
collaborate and publish that data.
Our vision is that DesignSafe-ci
will be an integral part of research
and discovery, providing researchers
access to cloud-based tools that
support their work to analyze,
visualize, and integrate diverse data
types. As a result, researchers will
Figure 1 Proposed Architecture of DesignSafe-ci
want to store and share their data in
the DesignSafe-ci data repository,
even if not required to do so, because
of the access to these capabilities. To achieve this vision, DesignSafe-ci will provide a flexible data
repository with straightforward mechanisms for data/metadata upload and will enable the next generation
of research discovery through a cloud-based interface that allows data analysis and visualization tools to
work directly on data stored in the data repository. These functionalities will allow researchers to use the
CI to interact with their data in the cloud, bypassing time-consuming downloads/uploads. Not only will
the cloud-based interface allow researchers to analyze, visualize, and integrate data, but they will also be
able to share analysis scripts and link tasks to support workflows that facilitate research discovery.
DesignSafe-ci will be comprised of the following services and components (Figure 1):
•
DesignSafe-ci.org front end web portal
•
The Data Depot, a multi-purpose data repository for experimental, simulation, and field data that
uses a flexible data model applicable to diverse and large data sets and is accessible from other
DesignSafe-ci components.
•
A web-based Discovery Workspace that represents a flexible, extensible environment for data
access, analysis, computational simulation, and visualization.
•
A Reconnaissance Integration Portal that facilitates sharing of reconnaissance data within a
geospatial framework.
•
A Learning Center that provides training and online access to tutorials.
•
A Developer’s Portal that provides a venue for power users to extend the Discovery Workspace
or Reconnaissance Integration Portal, and to develop their own applications to take advantage of
the DesignSafe-ci infrastructure’s capabilities.
1
•
A foundation of storage and compute systems, to provide both on-demand computing and
access to scalable computing resources.
•
A middleware layer to expose the capabilities of the CI to developers, and to enable construction
of diverse web and mobile interfaces to data products and analysis capabilities
•
A marketplace of Community Defined Interfaces; the extension capability of the CI will allow
other projects to leverage DesignSafe.ci to build an interface of their own choosing; we expect,
for instance, to work with each EF awardee to provide a unique interface to their facility and its
data.
DesignSafe-ci.org web portal
The portal will be a primary point of entry for users of the DesignSafe-ci capabilities and the NHERI
community. The portal will provide NHERI wide information on experimental facilities, the Facility
Scheduling Dashboard, and Education and Community Outreach (ECO) activities. To ensure maximum
interoperability with diverse software architectures and modes of access, the portal will be developed
according to current web standards for accessibility and performance, ensuring a consistent and
responsive experience on any modern web browser or mobile device. Furthermore, the portal will be
powered by an extensive set of flexible and reusable Application Programming Interfaces (APIs),
enabling full programmatic access to all aspects of the center’s infrastructure.
Data Depot
The Data Depot will be built upon a foundation of highly reliable storage. We will construct the data
repository in TACC’s existing Corral data collections system. On top of the physical layer, the Data
Depot will use the IRODS (Integrated Rule-Oriented Data System) software for data management (Moore
2008). IRODS supports connection of arbitrary metadata to all data objects, rule-based access to data,
and policy based mirroring and archiving. IRODS supports microservices to trigger actions on data, such
as running a quality check each time a new data object is uploaded. The repository will use these features
of IRODS to support the creation and storage of metadata and support data integration features. Above
the IRODS layer, the team will construct an ETL (Extract, Transform, Load) system for the repository to
support integration of data.
Upload/download will be streamlined by providing a range of options, including Dropbox-style drag
and drop file upload, bulk data uploads via command line interfaces that can be automated by power
users, and interactive web tools that will lead the user through an interactive interface to input data and
create the minimum necessary metadata. The repository will be expanded to accept any data the user
wishes to supply into a local workspace, even if the data type is unknown or only partial metadata is
provided (with corresponding limits on publication and search functionality).
The data repository will also provide direct support for data sharing and collaboration. DesignSafe-ci
will support the sharing of all objects in the CI with a simple click to go from a user’s private data, to data
shared with a peer, with a research team, or to make the data fully public and web accessible. Data may
be a file, a set of notes from the Discovery Workspace, an image, a movie, or a pointer to a saved
workspace to allow the collaborator to share the same analysis. It will be possible to not only set an
access control list to enable permissions to the data, but to set a unique public URL to the data, or even
create a DOI (Digital Object Identifier) for the object.
2
Discovery Workspace
Figure 2. Web-based interactive R workspace from
TACC Analytics Portal. Applications like R, MATLAB,
and commercial applications will be adapted to run
within the Discovery Workspace in similar containers.
Workspace will allow users to take advantage of powerful
explore their data, all within the cloud.
The Discovery Workspace will be a
web-based environment that provides
researchers with access to data analysis
tools, computational simulation tools,
visualization tools, educational tools, and
user-contributed tools within the cloud to
support research workflows, learning, and
discovery. The portal will provide a
desktop metaphor, with a data window to
give the user access to the contents of the
Data Depot (which includes experimental,
simulation, and reconnaissance data, as
well as others) and a tools window giving
the user access to a list of available tools,
scripts, etc. For example, Figure 2 shows
an embedded R Workspace that is
currently available from the TACC
Analytics Portal and allows researchers to
use the program R to analyze their data.
This type of interface within the Discovery
analysis capabilities to fully investigate and
The software tools made available within the Discovery Workspace will be identified through
discussions with the NHERI research community and will also include those developed by the SimCenter
awardee. Our initial discussions with a subset of the community have identified a range of new software
tools that are of interest to the community. These tools encompass both data analytics and visualization
tools (e.g. MATLAB, ParaView), as well as computational simulation tools (e.g., OpenSees, ABAQUS,
ADCIRC, OpenFOAM). Additionally, the tools span all of the technical domains included in NHERI. In
particular, the wind community has unique computational simulation and data requirements through its
use of Database Assisted Design, called DAD. We will facilitate and promote DAD through the
availability of wind data from multiple sources and a suite of DAD simulation tools (e.g.,
windPRESSURE from NIST) within the Discover Workspace. DesignSafe-ci will make commercial
codes available through a “Bring-Your-Own-License” approach, which allows the CI to confirm that a
user has an active license for the software at their home institution. This functionality has been used at
TACC for widely-used software packages, such as MATLAB. We will expand the “Bring-Your-OwnLicense” functionality to the commercial software packages required for the NHERI community.
The Discovery Workspace will be implemented using TACC’s highly scalable and extensible Agave
science-as-a-service platform, which is the evolution of the successful iPlant Foundation API (Dooley et
al. 2012). Agave has generalized the core functionality of the Foundation API to provide a science-as-aservice platform for gateway development that works seamlessly in High Performance Computing (HPC),
campus, commercial, and cloud environments alike. Using Agave as a platform to develop the Discovery
Workspace will provide several advantages:
•
Agave provides many of the features necessary for developing a portal that makes use of
complicated computational infrastructure.
•
Agave’s simple, RESTful, programming interfaces provides a straightforward, language agnostic
method of integration of existing data and content, and for building web interfaces for other
awardees in the program.
3
•
Agave has built-in functionality for tracking and recreating workflows, enabling provenance
tracking and experiment reproducibility.
Reconnaissance Integration Portal
The Reconnaissance Integration Portal will be the main access point to data collected during the
reconnaissance of windstorm and earthquake events. These data may be collected by the RAPID
experimental facility, its users, or other researchers participating in reconnaissance. The reconnaissance
data may include infrastructure performance data (e.g., damage estimates, ground movements, subsurface
information), remotely sensed data (e.g., photos, video, LIDAR point clouds, satellite imagery data), or
human experiential data (e.g., social media data, societal impact data). These data represent diverse data
types with different metadata requirements, but their use hinges on information regarding the location
from which the data were collected. Therefore, a geospatial framework (GoogleEarth and GIS) will be
used to interface with much of the data to provide the contextual location of the data with respect to the
windstorm or earthquake event. The reconnaissance data will be physically located in the Data Depot and
accessible by analytics and visualization tools, but the Reconnaissance Integration Portal will provide the
initial interface to the data. TACC has developed geospatial interfaces for other and will take advantage
of this experience to develop the Reconnaissance Integration Portal in coordination with the RAPID
facility awardee. Our collaboration with the RAPID facility awardee will ensure that we meet the needs
of this community.
Learning Center
The Learning Center will be the central repository for self-paced, on demand materials to teach users
(e.g., undergraduate students, graduate students, researchers, and faculty) to take advantage of the CI
capabilities of DesignSafe-ci. The availability of on demand instructional materials at DesignSafe-ci will
ensure that the NHERI community has access to training when and where they need it. Online materials
in the Learning Center will be built based on the principle that online content requires attention to format
and content unique to the interactive online metaphor; simple posting of slide decks and recorded lectures
are insufficient. Learning Center modules will be interactive, include exercises, and navigation to allow
users to mark and save progress, and jump quickly to needed content. The Learning Center will be
extensible, and support publication of modules developed by all NHERI awardees.
Developer’s Portal
The Developer’s Portal will be the central place for users and developers wishing to extend the
capabilities of the DesignSafe-ci infrastructure. Through the portal, users can access a tool builder which
will support the deployment of new Apps (ranging from simple data conversion scripts to complex
simulation applications) to the Discovery Workspace, or access complete information on the DesignSafeci Application Programming Interfaces (APIs). All capabilities of DesignSafe.ci will be exposed through
the API layer. While most users will simply use the Discovery Workspace, Data Depot, or
Reconnaissance Integration Portal, all of the capabilities in these tools will be exposed to programmers
through the API. API functions will include the ability to ingest or download data, run analysis jobs,
translate data types, or create public identifiers for data. Through this interface, users can embed
DesignSafe-ci capabilities in other applications. The Developer’s Portal transforms the DesignSafe-ci
from simply a static web application built by the design team, to a user extensible “App store” that can
grow with changes in the community and the creativity of individual research teams.
4
The Next Generation CI for the
Natural Hazards Community
1
Natural Hazard Engineering Research
Infrastructure (NHERI)
• National, shared-use research infrastructure to enable
transformative research
−
−
−
−
−
Network Coordinating Office (NCO)
Cyberinfrastructure (CI)
Seven experimental facilities (EF)
Post-disaster, rapid response research facility (RAPID)
Computational Modeling and Simulation Center (SimCenter)
• Replaces similar program for earthquake engineering
(NEES) but expanded to include windstorms and
associated hazards
2
DesignSafe-ci Vision
• Provide a CI that becomes an integral and dynamic
part of research discovery
• Cloud-based tools that support the analysis,
visualization, and integration of diverse data types
− Key to unlocking the power of “big data”
• Support end-to-end research workflows and the full
data lifecycle
• Enhance, amplify, and link the capabilities of the
other NHERI components
3
DesignSafe-ci Components
•
•
•
•
Web Portal
Data Depot
Discovery Workspace
Reconnaissance
Integration Portal
• Developer’s Portal
• Learning Center
4
DesignSafe-ci
Web Portal
5
6
DesignSafe: Enabling Research
7
8
DesignSafe-ci.org Leadership
Director
Ellen Rathje
Univ. of Texas
Simulation
Clint Dawson
Univ. of Texas
Data
Jean-Paul Pinelli
Florida Inst. Tech.
ECO
Jamie Padgett
Rice Univ.
CI
Dan Stanzione
Univ. of Texas
TACC
9
User Requirements
• Definition: user requirements describe what
the user expects the software to be able to do
• Identify user requirements
− Use cases: what do users want to do?
− Requirements Gathering Workshop
− Informal discussions
• Prioritize user requirements
• Software developers use the requirements to design
the software
10
User Requirements
Req
User Requirement
DesignSafe.ci
Component
Brief Description
1
Facilitate upload by
Data Depot
simplifying the data model and
the information provided
Flexible data model with enhanced
data upload, metadata, etc. for
diverse data types
2
Online software and tools for
generating data products from
raw data
Discovery
Workspace
Cloud environment to invoke
analytics, visualization, and
collaboration tools.
More online simulation codes,
both open source and
commercial codes
Ability to use and access the
data repository via remote
software or services
(expert user)
Discovery
Workspace
Cloud environment to invoke
simulation tools.
Developer’s
Portal
Information on DesignSafe.ci
extensions/APIs, to allow
construction of new interfaces and
addition of new tools.
3
4
11
DesignSafe-ci Organization
12
Simulation and Analytics
• Vision: Provide access to open source and
commercial software within Discovery Workspace
and provide a venue to share simulation/analysis
results
• Simulation Requirements Team
− Represents the broad natural
hazards community
− Interact with the larger community
to identify user requirements
− Prioritize user requirements
13
Simulation and Analytics
• Identify initial simulation codes/tools to be deployed
• Access to commercial codes: “Bring Your Own
License” (BYOL) approach
• Discovery Workspace will provide mechanism for
users to share simulation codes/tools
• Application programming interfaces (APIs) will be
available through the Developer’s Portal to develop
additional interfaces
• DesignSafe-ci Extended Collaborative Support
Services (ECSS) can assist users
14
Data
• Vision: Allow users to easily store, share,
document, and publish the data associated with
their research, supporting the full data lifecycle
• Data Requirements Team
− Represents the broad natural
hazards community
− Interact with the larger community
to identify user requirements
− Prioritize user requirements
• NSF new Proposal Guide (Jan 2016) will require
public access of data created as part of NSF
projects
15
Data Management Philosophy
• Progressive curation, integrated with the research
lifecycle
• Focus on achieving community’s research goals
• Modular data model that supports how researchers
organize their data
• Drag and drop upload and cloud import will encourage
users to use the Data Depot throughout the
data/research lifecycle
• Should not be a burden to researchers
• Work with NHERI awardees to gather data
model/metadata requirements
16
Flexible Data Model
• Represent the structure of research and its functions
• Different metadata for different research functions
and domain specific datasets
• With flexibility comes responsibility
− EF defines standards for their site
(data model, organization, metadata
requirements) and helps users use
the standards appropriately
− Trust researchers to use the data
model and provide the metadata
required to document their
experiments
17
Data
Workflow:
Dilbert
Diagram
18
Step-by-step Workflow: Example
19
20
21
23
Public View of Data: Flexible
Digital Rocks Portal
https://pep-dev.tacc.utexas.edu
33
DesignSafe for Data Publishing
• Researchers may not want to/be able to develop their
own interface to share their data
• Easy-to-use data management interface will
encourage broad use of DesignSafe across natural
hazards engineering to share data
• Ability to aggregate data from different sources
• Creators of data linked with their data
• Digital Object Identifiers (DOI) assigned to data with
authors, title, citation language, etc.
34
Datasets Interoperable with DesignSafe
• Creators/collectors of data want to maintain
ownership of data
• Data easily discoverable from existing data repository
through DesignSafe search or developed “App”
• Examples
− Use App within DesignSafe to search PEER ground motion
database to identify input motions for analysis
− Search for data from centrifuge or shaking table facilities
located across the globe
− Collecting use cases for “killer apps” from community
35
Data Re-use
• Sharing well-documented and valuable data sets for
re-use by others must be recognized by academic
community as scholarly work
• Data needs a permanent, digital location (DOI)
similar to journal article, not just a URL
− List curated data sets on your CV
• Promote available data via Data Papers (e.g., EERI
Earthquake Spectra) or Data Journals
• Users of data must cite it using DOI, citation
language
36
Tracking Data Re-use
• Papers that cite data using DOI, citation language
− Make our data DOIs discoverable by Google Scholar
− Thomson and Reuters Data Citation Index tracks data
DOIs, but it is a service separate from Web of Science
• Tracking Re-Use within DesignSafe
− Data processing/analysis in the cloud will allow us to directly
track re-use within the CI
• Citations to the DesignSafe “marker” paper
− Description of DesignSafe CI published in journal paper
− To track meaningful use of the CI, researchers will be asked
to cite this “marker” paper
37
Important Schedule Milestones
• September 30, 2015: NEEShub transitioned to
UT/TACC
• September 30, 2015: Initial DesignSafe website
released (www.designsafe-ci.org)
• Fall/Winter 2015: Visit with each Experimental Facility
• January 2016: Community User Requirements
Workshop (Austin, TX)
− October 2015: Community User Requirements Webinars
• Spring 2016: DesignSafe-ci Release 1 including
Discovery Workspace and Data Depot
38
User Requirements Workshop:
What do you do now?
• Learn about your research workflows and how
DesignSafe can improve/enhance them
− Document your research workflow to share at workshop
(narrative and sketch)
− What tools/codes do you use?
− Describe data types, file sizes, etc.
− Explain data organization, considering the need to share the
data
39
User Requirements Workshop:
What do you want to do in the
future?
• What do you want the CI to enable for your work?
−
−
−
−
−
Search
How do you want to present and organize your data?
Integrated visualization
Publication support
New interfaces
43
Action Items
• Send us your documented workflows
• Suggested break out session topics
• Please send information to Natalie
Henriques
− natalie@tacc.utexas.edu
44
the Numerical Analysis of Variability slide package and generate the following statistics of the data set
below:
1) Sample mean, variation, and standard deviation for Rainfall and Max Flood Levels
2) The correlation coefficient between the Rainfall and Max Flood Levels
3) Plot a scattergram (Rainfall vs. Max. Flood Level)
Please shyour Excel spreadsheet and write-up (1 – 2 pages)
Number
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
Annual Rainfall Data
Esopus Creek Watershed
Rainfall
Year
(in)
Max. Flood Level (ft)
1918
43.3
16.19
1919
53.02
20.82
1920
63.52
28.74
1921
45.93
15.38
1922
48.26
17.69
1923
50.51
21.49
1924
49.57
23.06
1925
43.93
14.88
1926
46.77
19.38
1927
59.12
20.24
1928
54.49
17.06
1929
47.38
20.14
1930
40.78
18.13
1931
45.05
20.22
1932
50.37
21.26
1933
54.91
28.04
1934
51.28
23.26
1935
39.91
14.38
1936
53.29
23.18
1937
67.59
30.14
1938
58.71
20.35
1939
42.96
22.72
1940
55.77
29.26
1941
41.31
18.65
1942
58.83
23.86
1943
48.21
20.59
1944
44.67
19.74
1945
67.72
31.04
1946
43.11
19.76
Objectives: This homework aims to introduce students a cyberinfrastructure (cloud-based interface) for
the natural hazards engineering community. Supported by NSF, the DesignSafe infrastructure will provide
a comprehensive environment for experimental, theoretical, and computational engineering and
science, providing a place not only to steward data from its creation through archive, but also the
workspace in which to understand, analyze, collaborate and publish that data.
www.designsafe-ci.org
Eligibility: The DesignSafe Cyberinfrastructure is open to all users performing open (unclassified) research
in engineering resilient infrastructure in the face of natural hazards. Preference on resources is given to
researchers supported by the NSF Engineering for Natural Hazards (ENH) program and those using NHERI
experimental facilities. However, as resources permit, all users in these scientific fields of study are
welcome to use the infrastructure, both in the United States and Internationally.
Study Materials:
−
−
−
−
DesignSafe Launch – Press Release
DesignSafe - Overview (Posted on Canvas)
DesignSafe: New Cyberinfrastructure for Natural Hazards Engineering (Rathje et al. 2017)
DesignSafe Pre-Workshop Recording (YouTube Link) and slides
Assignment:
Please read the workbench user guide (Link) and visit the research workbench (Link). Please go to
the Data Depot → Published subfolder, and select three projects. In NO LESS than 300 words (that is
your own words) provide a summary of these projects.
In your work, please do not copy-paste from external sources, please do not pull text verbatim from other
sources, and please make proper citations.
Purchase answer to see full
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