UNSW Sydney · School of Photovoltaic & Renewable Energy Engineering

Diagnosing the limits of solar energy.

We are forensic scientists for photovoltaics, tracing every loss in efficiency and reliability back to its root cause, from atomic defects in silicon to gigawatt-scale solar fleets.

2,200+
Citations
117
Publications
1,200+
PV systems analysed
Tyree Energy Technologies Building, UNSW Sydney at dusk
Solar Industrial Research Facility
Research impact

Research that leaves the lab.

Our work runs from fundamental defect physics to algorithms deployed on real solar fleets, peer-reviewed science, education and public commentary that shapes Australia's solar future.

117
Publications
2,200+
Citations
1,200+
Commercial PV systems analysed
20+
Research & industry collaborators
Our approach

Most solar technologies never reach their potential. We find out exactly why and then engineer the problem out.

Performance and reliability losses are rarely visible on the surface. They hide in nanoscale defects, in how a module ages over decades, and in the data streaming off a PV plant. Our group investigates all three.

Using advanced characterisation, first-principles modelling and data analysis, we diagnose what limits photovoltaic and optoelectronic devices and translate that understanding into cells that are more efficient and systems that last longer.

01Characterise. See the defects and degradation mechanisms others miss, at the resolution they demand.
02Model. Connect atomic-scale physics to device and whole-system behaviour through rigorous simulation.
03Engineer. Turn insight into higher efficiency, longer lifetimes and lower-cost solar.
Research focus

Five fronts, one mission: better solar.

We push the boundaries of photovoltaic technology and systems across the full value chain, from the wafer to the grid.

01

System performance diagnosis

Data-driven methods to pinpoint why operating PV systems underperform and how to recover lost yield.

02

50-year modules

Reliability engineering for ultra-durable modules that hold their output for half a century.

03

Higher-efficiency cells

Advanced defect and surface passivation plus novel contacting to lift industrial silicon cell efficiency.

04

Beyond single-junction

Next-generation device architectures that break past the efficiency limits of conventional solar cells.

05

Advanced Energy Materials

High throughput calculation of materials parameters to discover new materials for photovoltaics.

Work with us

We collaborate with industry and labs worldwide. See our partners.

Key technologies

  • Deep-Level Transient Spectroscopy (DLTS)
  • Impedance spectroscopy
  • Lifetime spectroscopy
  • Laser processing
  • Photoluminescence spectroscopy
  • Time-resolved optical spectroscopy

Modelling expertise

  • System modelling: HOMER, pvlib, SunSolve, PVsyst
  • Module modelling: Griddler
  • Cell modelling: Quooka
  • Cell degradation modelling
  • Recombination modelling
  • Defect modelling: DFT
  • Ab-initio material properties
Tyree Energy Technologies Building, UNSW Sydney
Tyree Energy Technologies Building, UNSW Sydney.
Selected discoveries

Findings that change how we build solar.

Selected output.

Large-scale solar farm
01 · Reliability

The hidden "long tail" threatening solar economics

Analysing nearly 11,000 PV systems worldwide, our team, led by PhD researcher Yang Tang, found that while a typical system loses about 0.9% of output per year, a long tail of systems degrades far faster. For utility-scale solar, that hidden risk is enormous.

11,000
systems analysed
1 in 5
degrade 1.5x faster
11 yrs
useful life, worst case
Key paper IEEE Journal of Photovoltaics, 2025 Featured in pv magazine
PV degradation map
02 · Climate

A hotter climate ages solar faster

Our research demonstrates that rising temperatures accelerate module degradation, shortening lifetimes and pushing up the long-term cost of solar electricity. The implication is clear: climate resilience has to be engineered into modules now, not assumed.

PV fleet diagnostics
03 · Data & AI

Spotting failing panels from the data alone

We built algorithms that detect underperforming rooftop and commercial PV from operational data, no site visit required. Now applied across more than 1,200 systems, they recover lost yield and flag faults long before they show up on a bill.

Deployed commercial PV fleets Paper 1 Paper 2 Featured in pv magazine
UV-induced degradation in PERC and TOPCon cells
04 · Cell physics

New light on UV-induced degradation in PERC & TOPCon cells

The silicon cell technologies that dominate the market, PERC and TOPCon, can quietly lose performance under ultraviolet exposure. Our latest work sheds new light on the mechanism behind it, pointing the way to more durable next-generation cell designs.

Our unique vantage point

From defects to gigawatts

We follow a single loss mechanism across every scale, from a misplaced atom in a silicon wafer to the output of a power plant.

10⁻¹⁰ m
Atoms
First-principles physics
10⁻⁹ m
Defects
Recombination & traps
10⁻⁴ m
Cells
Efficiency & passivation
10⁰ m
Modules
50-year reliability
10³ m
PV plants
Fleet diagnostics
10⁶ m
Energy systems
Grids & policy
Media & outreach

In the press.

Our research and commentary regularly features in the international solar trade press and beyond.

As featured in pv magazine pv magazine Australia The Conversation UNSW Newsroom IEEE
The team

The people behind the work.

Dr Fiacre Rougieux

Dr Fiacre Rougieux

Researcher · Educator · Innovator, UNSW Sydney

Fiacre leads the Photovoltaic Materials, Devices and Systems group, with research spanning defect physics, recombination, device modelling and data-driven PV diagnostics. This work has explained light-induced degradation, pushed upgraded metallurgical-grade silicon cells past 21% efficiency, and reached real solar fleets through deployed algorithms.

Beyond the lab he is an educator and innovator: he teaches core photovoltaics, builds AI-driven learning tools used across UNSW, and engages the public and policymakers on the future of solar, from manufacturing to the grid.

Hanrong Huang

Hanrong Huang

Postdoctoral Fellow
Yang Tang

Yang Tang

PhD Candidate
Bella Yang

Bella Yang

PhD Candidate
Alumni: where are they now?
Academia
Dr Zhuangyi Zhou

Dr Zhuangyi Zhou

Postdoctoral Researcher
University of Luxembourg

Researching semiconductor defects and materials science in the Department of Physics and Materials Science.

Former PhD student, Solar Insight
AS

Dr Abhinav Sharma

Postdoctoral Researcher
Ludwig Maximilian University of Munich (LMU)

Working in ultrafast optics, nanophotonics and optoelectronic devices.

Former PhD student, Solar Insight
Dr Ryan Hall

Dr Ryan Hall

Postdoctoral Fellow
UNSW Sydney

Developing drone-based daytime photoluminescence imaging for photovoltaics.

Former PhD student, Solar Insight
Dr Yinyan Liu

Dr Yinyan Liu

Lecturer
University of Sydney

Teaching and researching sustainability analytics, renewable energy systems and data-driven approaches to the energy transition.

Former researcher, Solar Insight
Industry
YC

Dr Yalun Cai

PV & Battery Energy Storage System Design Engineer
Renewable energy industry

Designing and deploying photovoltaic and battery energy storage systems.

Former PhD student, Solar Insight
Xingru Tan

Xingru Tan

Research Scientist
JIHUA Laboratory, China

Working in materials science and computational materials engineering for advanced energy technologies.

Former MPhil student, Solar Insight
Alumni destinations
University of Luxembourg LMU Munich UNSW Sydney University of Sydney JIHUA Laboratory PV & BESS industry
20+
HDR students supervised
30+
Honours & Masters projects
Publications

A decade and a half of solar research.

A selection of our peer-reviewed journal articles, conference papers and theses. Search by topic, author or venue, or filter by year.

Teaching & innovation

Educating and reinventing how we educate.

From core photovoltaics courses to AI-driven learning tools used across the university, teaching is a research discipline in its own right here.

Solar Cells

Design, optimise and analyse solar cell performance from first principles.

Open course

Applied Photovoltaics

Design Australian-Standards-compliant stand-alone PV systems for real sites.

Course outline

Photovoltaic Systems Design

Advanced design and analysis of grid-connected and off-grid photovoltaic systems.

Course outline

Future Grid 101

Understand the technologies reshaping electricity grids for a renewable future.

Watch series
Watch & learn
Free video series

Future Grid 101

A micro-credential-style introduction to future electricity systems, renewable integration, storage and grid transformation, free and open on YouTube.

Public lecture

Solar, climate change & the energy transition

A featured public talk on where solar fits in the race to decarbonise, pitched for a general audience.

Educational innovation

Mappy

A program-level curriculum-mapping platform, adopted across multiple UNSW faculties to align courses, learning outcomes and assessment.

Open Mappy

AI Tutors

Personalised, large-scale AI learning support that helps engineering students work through problems at their own pace.

Learn more

SDG Dashboard

A university-wide initiative mapping teaching and research against the UN Sustainable Development Goals.

Open dashboard
Join us

Looking for a PhD or Honours project in solar?

We are seeking curious, driven students to work on cutting-edge photovoltaic and materials science, from defect physics to system reliability. If that sounds like you, get in touch.

Email Dr Rougieux See research areas PhD, Honours & visiting researcher enquiries welcome.
Partners & support

Backed by world-class collaborators and funders.

International collaborators

ISFH Australian National University University of Warwick Fraunhofer ISE INSA Lyon TNO University of Manchester

Our supporters

Australian Research Council Australian Centre for Advanced Photovoltaics ARENA NSW Smart Sensing Network RACE for 2030