Tonio Buonassisi

Tonio Buonassisi

Massachusetts Institute of Technology

H-index: 78

North America-United States

About Tonio Buonassisi

Tonio Buonassisi, With an exceptional h-index of 78 and a recent h-index of 63 (since 2020), a distinguished researcher at Massachusetts Institute of Technology, specializes in the field of Materials Science, Machine Learning, Energy Systems, Photovoltaics.

His recent articles reflect a diverse array of research interests and contributions to the field:

Strategic styles of hardware product development could accelerate commercialization in cleantech startups

Correction: Tackling data scarcity with transfer learning: a case study of thickness characterization from optical spectra of perovskite thin films

Flexible batch electrodialysis for low-cost solar-powered brackish water desalination

An open-source environmental chamber for materials-stability testing using an optical proxy

DeepDeg: Forecasting and explaining degradation in novel photovoltaics

In pursuit of the exceptional: Research directions for machine learning in chemical and materials science

Vision-driven Autocharacterization of Perovskite Semiconductors

Decreasing the Computing Time of Bayesian Optimization using Generalizable Memory Pruning

Tonio Buonassisi Information

University

Position

___

Citations(all)

26031

Citations(since 2020)

15877

Cited By

16810

hIndex(all)

78

hIndex(since 2020)

63

i10Index(all)

259

i10Index(since 2020)

198

Email

University Profile Page

Massachusetts Institute of Technology

Google Scholar

View Google Scholar Profile

Tonio Buonassisi Skills & Research Interests

Materials Science

Machine Learning

Energy Systems

Photovoltaics

Top articles of Tonio Buonassisi

Title

Journal

Author(s)

Publication Date

Strategic styles of hardware product development could accelerate commercialization in cleantech startups

PLOS Sustainability and Transformation

Erin Looney

André Buscariolli

Maria C Yang

Geoffrey Raymond

Tonio Buonassisi

...

2024/3/20

Correction: Tackling data scarcity with transfer learning: a case study of thickness characterization from optical spectra of perovskite thin films

Digital Discovery

Siyu Isaac Parker Tian

Zekun Ren

Selvaraj Venkataraj

Yuanhang Cheng

Daniil Bash

...

2024

Flexible batch electrodialysis for low-cost solar-powered brackish water desalination

Nature Water

Wei He

Anne-Claire Le Henaff

Susan Amrose

Tonio Buonassisi

Ian Marius Peters

...

2024/3/26

An open-source environmental chamber for materials-stability testing using an optical proxy

Digital Discovery

Rodolfo Keesey

Armi Tiihonen

Alexander E Siemenn

Thomas W Colburn

Shijing Sun

...

2023

DeepDeg: Forecasting and explaining degradation in novel photovoltaics

Felipe Oviedo

David S Hayden

Thomas Heumeuller

Jonas Wortmann

Jose Dario Perea

...

2023/3/27

In pursuit of the exceptional: Research directions for machine learning in chemical and materials science

Joshua Schrier

Alexander J Norquist

Tonio Buonassisi

Jakoah Brgoch

2023/9/27

Vision-driven Autocharacterization of Perovskite Semiconductors

arXiv preprint arXiv:2304.14408

Alexander E Siemenn

Eunice Aissi

Fang Sheng

Armi Tiihonen

Hamide Kavak

...

2023/3/16

Decreasing the Computing Time of Bayesian Optimization using Generalizable Memory Pruning

arXiv preprint arXiv:2309.04510

Alexander E Siemenn

Tonio Buonassisi

2023/9/8

Predicting synthesizability using machine learning on databases of existing inorganic materials

ACS omega

Ruiming Zhu

Siyu Isaac Parker Tian

Zekun Ren

Jiali Li

Tonio Buonassisi

...

2023/2/22

Autonomous experiments using active learning and AI

Zhichu Ren

Zekun Ren

Zhen Zhang

Tonio Buonassisi

Ju Li

2023/9

Materials for Fusion Energy: Key Challenges and Guiding Principles for Developing Under High Design Uncertainty

arXiv preprint arXiv:2311.12187

David Cohen-Tanugi

Myles G Stapelberg

Michael P Short

Sara E Ferry

Dennis G Whyte

...

2023/11/20

Reply to Comment on “Environmental Stability of Crystals: A Greedy Screening”

Chemistry of Materials

Nicholas M Twyman

Aron Walsh

Tonio Buonassisi

2023/1/11

Fast Bayesian optimization of Needle-in-a-Haystack problems using zooming memory-based initialization (ZoMBI)

npj Computational Materials

Alexander E Siemenn

Zekun Ren

Qianxiao Li

Tonio Buonassisi

2023/5/26

Transfer learning for material parameter extraction from current-voltage characteristics of solar cells

Zhuoyi Lin

Mohamed Ragab

Zekun Ren

Ji Wei Yoon

Tonio Buonassisi

...

2023/11/17

Tackling data scarcity with transfer learning: a case study of thickness characterization from optical spectra of perovskite thin films

Digital Discovery

Siyu Isaac Parker Tian

Zekun Ren

Selvaraj Venkataraj

Yuanhang Cheng

Daniil Bash

...

2023

Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

Kedar Hippalgaonkar

Qianxiao Li

Xiaonan Wang

John W Fisher III

James Kirkpatrick

...

2023/4

Autocharacterization: Automated and Scalable Semiconductor Property Estimation from High-throughput Experiments using Computer Vision

Alexander Siemenn

Eunice Aissi

Fang Sheng

Armi Tiihonen

Hamide Kavak

...

2023/10/31

Machine learning with knowledge constraints for process optimization of open-air perovskite solar cell manufacturing

Joule

Zhe Liu

Nicholas Rolston

Austin C Flick

Thomas W Colburn

Zekun Ren

...

2022/4/20

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

Matter

Zekun Ren

Siyu Isaac Parker Tian

Juhwan Noh

Felipe Oviedo

Guangzong Xing

...

2021/12/20

Prototyping styles accelerate hardware development

Erin Looney

Andre Buscariolli

Maria Yang

Geoffrey Raymond

Tonio Buonassisi

...

2022/7/8

See List of Professors in Tonio Buonassisi University(Massachusetts Institute of Technology)

Co-Authors

H-index: 64
Juan-Pablo Correa-Baena

Juan-Pablo Correa-Baena

Georgia Institute of Technology

H-index: 32
Yun Seog Lee

Yun Seog Lee

Seoul National University

H-index: 30
Mariana Bertoni

Mariana Bertoni

Arizona State University

H-index: 29
David P Fenning

David P Fenning

University of California, San Diego

H-index: 27
Mark Winkler

Mark Winkler

Massachusetts Institute of Technology

H-index: 25
Jonathan Pradana Mailoa

Jonathan Pradana Mailoa

Massachusetts Institute of Technology

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