Optics of Solar Cells, Greg P. Smestad, Ph.D.,
Solar Energy Materials and Solar Cells, USA and Sol Ideas Technology Development, OSA’s 93rd Annual Meeting - San José, CA, USA, Frontiers in Optics (FiO) 2009/Laser Science (LS) 25th Conference. File: Smestad_OSA_FMB1_FiO.pdf; also posted by: guestd057bff as Smestad Osa Fmb1 Fi O(Final)
A Systems Perspective for the Sustainable Deployment of Solar EnergyGreg Smestad
Greg Smestad, Ph.D.'s combined presentation (2010), originally presented as,
"A Systems Perspective for the Sustainable Deployment of Solar Energy, presented at OIDA’s Green Photonics Forum: Innovation and Opportunity Lifecycle Impact of Solar Energy", 11:00-11:30 am Thursday, June 17, 2010, Santa Clara, California.
It is based on the work that Greg Smestad was a part of at the 2009 DOE Solar Energy Technologies Program Peer Review, March 11, 2009. The DOE Solar Energy Technologies Program convened a meeting of solar experts, DOE program staff and key laboratory staff on March 11, 2009 to review the Solar Energy Technologies Program and provide suggestions on current program issues, future challenges to the program and potential actions. The meeting immediately followed two days of project-level peer review. The timing was designed to maximize the insights and information the reviewers and staff developed from participating in the project-level review.
key words: economics, PV, solar cells, photovoltaics, Senge, Systems, economics.
Visit solideas dot com for more info and free pdfs
Lattice Energy LLC Google Insights and Selected Energy Topics April 04 2009Lewis Larsen
Lattice Energy LLC reports preliminary results of investigations with the Google Insights for Search tool to help assess changes in public interest on selected topics concerning energy
A Systems Perspective for the Sustainable Deployment of Solar EnergyGreg Smestad
Greg Smestad, Ph.D.'s combined presentation (2010), originally presented as,
"A Systems Perspective for the Sustainable Deployment of Solar Energy, presented at OIDA’s Green Photonics Forum: Innovation and Opportunity Lifecycle Impact of Solar Energy", 11:00-11:30 am Thursday, June 17, 2010, Santa Clara, California.
It is based on the work that Greg Smestad was a part of at the 2009 DOE Solar Energy Technologies Program Peer Review, March 11, 2009. The DOE Solar Energy Technologies Program convened a meeting of solar experts, DOE program staff and key laboratory staff on March 11, 2009 to review the Solar Energy Technologies Program and provide suggestions on current program issues, future challenges to the program and potential actions. The meeting immediately followed two days of project-level peer review. The timing was designed to maximize the insights and information the reviewers and staff developed from participating in the project-level review.
key words: economics, PV, solar cells, photovoltaics, Senge, Systems, economics.
Visit solideas dot com for more info and free pdfs
Lattice Energy LLC Google Insights and Selected Energy Topics April 04 2009Lewis Larsen
Lattice Energy LLC reports preliminary results of investigations with the Google Insights for Search tool to help assess changes in public interest on selected topics concerning energy
The Journal of MC Square Scientific Research is published by MC Square Publication on the monthly basis. It aims to publish original research papers devoted to wide areas in various disciplines of science and engineering and their applications in industry. This journal is basically devoted to interdisciplinary research in Science, Engineering and Technology, which can improve the technology being used in industry. The real-life problems involve multi-disciplinary knowledge, and thus strong inter-disciplinary approach is the need of the research.
Next Generation Science Standards (NGSS) Infographic PosterWilliam Gadsby Peet
A free infographic poster designed to teach kids the Next Generation Science Standards (NGSS) in a fun and informative medium. Print it out and hang it on the classroom wall.
Abstract:
Long‐term potentiation (LTP) and Long‐term depression (LTD) are the best understood mechanisms by which biological systems achieve the sculpting of neural pathways necessary for learning and memory. Foundational to the understanding of LTP and LTD is the model of Hebbian learning. Although research has demonstrated that neural networks can be developed and trained in silico to mimic the computational function of neural ensembles, the development of a truly realistic model remains elusive. We construct a simulation of Hebbian learning implementing the Hopfield network model. We then propose an experimental setup that will use the light‐directed electrical stimulation of neurons cultured on silicon wafers in order to gain information on the parameters of synaptic strength and firing frequencies for all neurons in the system simultaneously (determinants of LTP and LTD). This will allow the parallel running of neural networks in the in vivo and in silico setting, allowing statistical comparison between the biological model and computer simulation and additional refinement to create a more biologically relevant computational model.
Keywords: short and long-term potentiation (LTP), short and long-term depression (LTD), neural plasticity, Hebbian learning, Hopfield Network, parallel neural network training, light-directed electrical stimulation (LDES).
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
The Journal of MC Square Scientific Research is published by MC Square Publication on the monthly basis. It aims to publish original research papers devoted to wide areas in various disciplines of science and engineering and their applications in industry. This journal is basically devoted to interdisciplinary research in Science, Engineering and Technology, which can improve the technology being used in industry. The real-life problems involve multi-disciplinary knowledge, and thus strong inter-disciplinary approach is the need of the research.
Next Generation Science Standards (NGSS) Infographic PosterWilliam Gadsby Peet
A free infographic poster designed to teach kids the Next Generation Science Standards (NGSS) in a fun and informative medium. Print it out and hang it on the classroom wall.
Abstract:
Long‐term potentiation (LTP) and Long‐term depression (LTD) are the best understood mechanisms by which biological systems achieve the sculpting of neural pathways necessary for learning and memory. Foundational to the understanding of LTP and LTD is the model of Hebbian learning. Although research has demonstrated that neural networks can be developed and trained in silico to mimic the computational function of neural ensembles, the development of a truly realistic model remains elusive. We construct a simulation of Hebbian learning implementing the Hopfield network model. We then propose an experimental setup that will use the light‐directed electrical stimulation of neurons cultured on silicon wafers in order to gain information on the parameters of synaptic strength and firing frequencies for all neurons in the system simultaneously (determinants of LTP and LTD). This will allow the parallel running of neural networks in the in vivo and in silico setting, allowing statistical comparison between the biological model and computer simulation and additional refinement to create a more biologically relevant computational model.
Keywords: short and long-term potentiation (LTP), short and long-term depression (LTD), neural plasticity, Hebbian learning, Hopfield Network, parallel neural network training, light-directed electrical stimulation (LDES).
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Welcome to the first live UiPath Community Day Dubai! Join us for this unique occasion to meet our local and global UiPath Community and leaders. You will get a full view of the MEA region's automation landscape and the AI Powered automation technology capabilities of UiPath. Also, hosted by our local partners Marc Ellis, you will enjoy a half-day packed with industry insights and automation peers networking.
📕 Curious on our agenda? Wait no more!
10:00 Welcome note - UiPath Community in Dubai
Lovely Sinha, UiPath Community Chapter Leader, UiPath MVPx3, Hyper-automation Consultant, First Abu Dhabi Bank
10:20 A UiPath cross-region MEA overview
Ashraf El Zarka, VP and Managing Director MEA, UiPath
10:35: Customer Success Journey
Deepthi Deepak, Head of Intelligent Automation CoE, First Abu Dhabi Bank
11:15 The UiPath approach to GenAI with our three principles: improve accuracy, supercharge productivity, and automate more
Boris Krumrey, Global VP, Automation Innovation, UiPath
12:15 To discover how Marc Ellis leverages tech-driven solutions in recruitment and managed services.
Brendan Lingam, Director of Sales and Business Development, Marc Ellis
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdfPeter Spielvogel
Building better applications for business users with SAP Fiori.
• What is SAP Fiori and why it matters to you
• How a better user experience drives measurable business benefits
• How to get started with SAP Fiori today
• How SAP Fiori elements accelerates application development
• How SAP Build Code includes SAP Fiori tools and other generative artificial intelligence capabilities
• How SAP Fiori paves the way for using AI in SAP apps
Alt. GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using ...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Epistemic Interaction - tuning interfaces to provide information for AI support
Optics of Solar Cells, OSA’s 93rd Annual Meeting - San José, CA, USA
1. Greg P. Smestad, Ph.D.
Solar Energy Materials and Solar Cells, USA
and Sol Ideas Technology Development
Optics of Solar Cells
OSA’s 93rd Annual Meeting - San José, CA, USA,
Frontiers in Optics (FiO) 2009/Laser Science (LS)
25th Conference
2. Optics for Renewable Energy
Keynote Speaker: FMB1, Optics of Solar Cells, Greg P. Smestad,
Monday, October 12, from 1:30 PM - 2:15 PM
Systems Approach
Optical view of Solar Cells and
Photovoltaics
Literature
What else is it good for?
Solar Energy Grid
Interconnection Systems
(SEGIS)
Solar R&D Plan
Where we go from here?
3. What are Systems?
A system is a group of interacting,
interrelated, and interdependent
components that form a complex and
unified whole.
Systems are everywhere:
the R&D department in your organization,
the circulatory system in your body,
a photovoltaic cell or PV system.
4. Systems Thinking is
a framework that is based on the belief that
the component parts of a system can best
be understood in the context of relationships
between components and with other
systems, rather than in isolation.
It seeks an understanding of a system by
examining the linkages and interactions
between the elements that comprise the
whole system.
Let’s look at a solar cell as a thermo-
dynamic system
10. System Properties
• Energy, material and information are among
the different elements that comprise the
system and these flow
o to and from the surrounding environment
via semi-permeable membranes, barriers
or boundaries.
• Systems are often composed of entities
seeking equilibrium and can exhibit
exponential behavior.
• Entropy - the amount of disorder or
randomness present in any system.
21. All from a Systems Approach to a
Photovoltaic Cell
Electron‐hole
Generation and
Recombination
Changes in
Chemical Potential
Light Input
and Output
Sun
Other processes
Absorption
Luminescence
traps
Carrier
Extraction
(Electricity)
delay
Charge-
Transport
22. A Solar Cell is a System
The performance of solar cells is determined
by how its materials absorb, reflect and even
emit light.
The voltage produced can be described
using the Planck equation rather than the
Fermi-Dirac equation.
o In other words, solar conversion can be viewed
from the standpoint of the photon rather than the
electron.
Such an optical Systems Approach can be
useful for understanding solar cell-device
designs and the fundamental limitations to
conversion efficiency for a given absorption.
23. Want More on this Optical Perspective?
Look for publications by:
Shockley and Queisser
Harald Ries
P. Wuerfel (Würfel)
E. Yablonovitch and G. Cody
R. T. Ross
T. Markvart
T. Trupke
PV Optics Computer Program: B. Sopori
www.nrel.gov/pv/measurements/computational_modeling.html
24. and (yes) Greg P. Smestad
G. Smestad, "Absorptivity as a predictor of
the photoluminescence spectra of silicon
solar cells and photosynthesis," Solar
Energy Materials and Solar Cells, 38, 57,
1995.
Greg P. Smestad, Book: "Optoelectronics of
solar cells," SPIE Tutorial Vol. PM115
(International society for optics and
photonics); ISBN 0-8194-4440-5,118 pages;
Pub. July 2002; Softcover.
25. What else is it good for?
Systems thinking techniques may be used to
study any kind of system: natural, scientific,
engineered, human, or conceptual.
Systems Analysis for solar R&D can identify
key positive reinforcements that can
accelerate the adoption of solar
technologies. It can identify constraints that
can decelerate solar technology adoption, as
well as points of leverage where investment
and R&D can have the most positive impact.
26. PV Module Systems
K. R. McIntosh, R. M. Swanson and J. E. Cotter, A Simple Ray
Tracer to Compute the Optical Concentration of Photovoltaic
Modules, Prog. Photovolt: Res. Appl. 2006; 14:167-177.
28. PV Systems Connected to Grid
Sources: NREL photos/Arizona Public Service facility in Prescott; SolFocus
The Solar Advisor Model (SAM) evaluates several
types of financing (from residential to utility-scale) and a
variety of technology-specific cost models for several
and, eventually, all solar technologies.
https://www.nrel.gov/analysis/sam/
32. Senge Diagram —
System-Focused Solar Industry Development
Global Solar
Industry Value
Creation
Market
Supply‐Chain
Transformation
“Smart Grid”
Infrastructure
Development
Federal
Energy Policy
(Congress)
Solar Industry
Supply-Chain
Consortium
Public & Private
Investments
Analysis
Technology
Innovation
Manufacturing
Scale‐up
Sustainable
Profit
delay
delay
Market
Growth
System-Dynamics
Modeling
Unanticipated &
Expanding
Applications
delay
delay
Industry
Associations
Innovation
National Labs
Industry &
Universities
SEGIS
OSA
Courtesy: Joe Morabito, Alcatel-Lucent, DOE/SETP March 2009
33. Powering the Solar Innovation Engine
Interconnected
systems reinforce
the innovation
process.
o Positive
Reinforcement
spins the wheels
faster!
Feedback loops
create virtuous
cycles.
Global Solar
Industry
Value
Creation
International
Policy &
Innovation
Federal
Energy Policy
(Congress)
Innovation
Market Supply
Chain
Transformation
“Smart Grid”
Infrastructure
Development
US State
Policies &
Innovations
Optics
?
?
Science
34. Conclusions
Solar Cells can be viewed from a purely optical perspective.
Solar Energy R&D and Industry Drivers should be considered
in the context of Systems Thinking.
Such perspectives lead to a multidisciplinary, collaborative
approach.
This can reduce the product development interval and facilitate
technology transfer to more rapidly spin the Solar Innovation
Engine.
Solar One: Courtesy NREL Nellis/SunPower: Courtesy NREL
35. Thank you
Greg P. Smestad, Ph.D.
Solar Energy Materials and Solar Cells
Sol Ideas Technology Development
Visit http://www.solideas.com/ for further
information, references and links.
36. OSA Science Educators Day
Thursday, October 15, 2009
5:30 p.m.-8:00 p.m.
McCaw Hall, Frances C.
Arrillaga Alumni Center,
Stanford University
326 Galvez St.
Stanford, CA
Tel.: +1 650.723.2021
Solar Cell Educational Kits
www.frontiersinoptics.com/SpecialEvents/default.aspx
37. Questions & Answers
How does the Systems Approach in
the Senge Diagram relate to OSA?
OSA is one of many organizations that
feed in to the policy and supply chain
aspects of PV. One recommendation from
the approach is collaboration, coordination
and integration between such
organizations.
38. Questions & Answers
With PV technologies and systems so
diverse, how can the Systems
Approach be used?
All installed PV systems must adhere to
national and international standards of
performance, longevity and stability.
Earlier PV technologies can set the stage
for new solar technologies as they enter
the market.
39. Questions & Answers
How was the approach developed?
It was developed by several reviewers for DOE,
but does not represent the views of the U.S.
Department of Energy.
We developed this analysis by substantial
participation in the DOE Solar Energy
Technologies Program’s 2009 Annual Program
Peer Review held in March, 2009.
More information is available (in the Past
Meetings section) on the DOE website at:
www1.eere.energy.gov/solar/review_meeting/