A Nonrelational Data Warehouse for the Analysis of Field and Laboratory Data From Multiple Heterogeneous Photovoltaic Test Sites

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A data science approach to understanding photovoltaic module degradation

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Characterization of Real-world and Accelerated Exposed PV Module Backsheet Degradation

Characterizing photovoltaic backsheet adhesion degradation using the wedge and single cantilever beam tests, Part I: Field Modules

Characterizing photovoltaic backsheet adhesion degradation using the wedge and single cantilever beam tests, Part II: Accelerated tests

Characterizing the weathering induced changes in optical performance and properties of poly(ethylene-terephthalate) via MaPd:RTS spectroscopy

Characterizing the weathering induced haze formation and gloss loss of poly(ethylene-terephthalate) via MaPd:RTS spectroscopy

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Data Analytics for Alloy Qualification

Degradation Mechanism Detection in Photovoltaic Backsheets by Fully Convolutional Neural Network

scientific article published on 06 November 2019

Degradation Pathway Modeling of PV Minimodule Variants with Different Packaging Materials Under Indoor Accelerated Exposures

Degradation Science and Pathways in PV Systems

Degradation analysis of field-exposed photovoltaic modules with non-fluoropolymer-based backsheets

Degradation analysis of polyamide-based backsheets in field photovoltaic modules under different climatic conditions (Conference Presentation)

Degradation in PV encapsulant strength of attachment: An interlaboratory study towards a climate-specific test

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Degradation in PV encapsulation transmittance: An interlaboratory study towards a climate-specific test

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Degradation of Monofacial Double Glass and Glass Backsheet Photovoltaic Modules with Multiple Packaging Combinations

Degradation of PERC and Al-BSF Cells with UV Cutoff and White Variations of EVA and POE Encapsulant

Degradation of PERC and Al-BSF Photovoltaic Cells with Differentiated Mini-module Packaging Under Damp Heat Exposure

Degradation of back surface acrylic mirrors for low concentration and mirror-augmented photovoltaics

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Degradation of photovoltaic backsheet materials under multi-factor accelerated UV light exposures

Degradation of poly(ethylene-terephthalate) under accelerated weathering exposures

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Degradation pathway models for photovoltaics module lifetime performance

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Degradation science: Mesoscopic evolution and temporal analytics of photovoltaic energy materials

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Design Considerations and Measured Performance of Nontracked Mirror-Augmented Photovoltaics

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Direct nanoscale mapping of open circuit voltages at local back surface fields for PERC solar cells

EL and I-V Correlation for Degradation of PERC vs. Al-BSF Commercial Modules in Accelerated Exposures

Environmental effects of stratospheric ozone depletion, UV radiation, and interactions with climate change: UNEP Environmental Effects Assessment Panel, Update 2020

scientific article published in 2021

Environmental effects of stratospheric ozone depletion, UV radiation, and interactions with climate change: UNEP Environmental Effects Assessment Panel, Update 2021

scientific article published on 21 February 2022

Evaluation and Augmentation of Köppen-Geiger Climate Zone Based off of Real-World Satellite Weather Data

Evaluation of PV Module Packaging Strategies of Monofacial and Bifacial PERC Using Degradation Pathway Network Modeling

FAIRification, Quality Assessment, and Missingness Pattern Discovery for Spatiotemporal Photovoltaic Data

Future Trend and Perspectives

Generalized Spatio-Temporal Model of Backsheet Degradation From Field Surveys of Photovoltaic Modules

Impact of environmental variables on the degradation of photovoltaic components and perspectives for the reliability assessment methodology

Impact of surface passivation on UV stability of bifacial mc-Si PERC solar modules

Learnings from developing an applied data science curricula for undergraduate and graduate students

Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels

Materials data analytics for 9% Cr family steel

Measurement of crack length in width tapered beam experiments

Multivariate multiple regression models of poly(ethylene-terephthalate) film degradation under outdoor and multi-stressor accelerated weathering exposures

scientific article published in PLoS ONE

Needs, Challenges and Approaches for new Service Life Estimation Models for PV Modules – Results from IEA PVPS Task 13 Subtask 1.4

Object dependent properties of mirrors for PV applications studied under accelerated weathering protocols

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Open Circuit Voltages for PERC Local Back Surface Fields Directly Resolved at the Nanoscale

Overall Performance Losses and Activated Mechanisms in Double Glass and Glass-backsheet Photovoltaic Modules with Monofacial and Bifacial PERC Cells, under Accelerated Exposures

PVplr: R Package Implementation of Multiple Filters and Algorithms for Time-series Performance Loss Rate Analysis

Photodegradation in a stress and response framework: poly(methyl methacrylate) for solar mirrors and lens

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Photovoltaic lifetime and degradation science statistical pathway development: acrylic degradation

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Predictive models of poly(ethylene-terephthalate) film degradation under multi-factor accelerated weathering exposures.

scientific article published on 12 May 2017

Reciprocity and spectral effects of the degradation of poly(ethylene-terephthalate) under accelerated weathering exposures

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Screening of heritage data for improving toughness of creep-resistant martensitic steels

Soiling of building envelope surfaces and its effect on solar reflectance – Part III: Interlaboratory study of an accelerated aging method for roofing materials

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Spatio-Temporal Denoising Graph Autoencoders with Data Augmentation for Photovoltaic Data Imputation

scientific article published on 30 May 2023

Spatio-Temporal Modeling of Field Surveyed Backsheet Degradation

Spatiotemporal Modeling of Real World Backsheets Field Survey Data: Hierarchical (Multilevel) Generalized Additive Models

Statistical analysis and degradation pathway modeling of photovoltaic minimodules with varied packaging strategies

Statistical and domain analytics for informed study protocols

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Temporal evolution and pathway models of poly(ethylene-terephthalate) degradation under multi-factor accelerated weathering exposures

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Toward Findable, Accessible, Interoperable and Reusable (FAIR) Photovoltaic System Time Series Data