Edoardo Rossi

Micro- & Nano-Mechanics of Advanced Materials

Edoardo Rossi

Assistant Professor / Fixed-term Researcher (RTD-A), ING-IND/22 — Materials Science and Technology

Università degli Studi Roma Tre · Department of Civil, Computer Science and Aeronautical Technologies Engineering, Rome, Italy

ORCID 0000-0001-8194-5329 · also cited as Edoardo M. Rossi, E. Rossi, E. M. Rossi · Scopus Author ID 57216585832

Edoardo Rossi
Full Editor, Materials & Design (Elsevier) · WG4 Leader, COST MecaNano
40+
Peer-reviewed publications
4
Papers as corresponding author
6
EU & national projects
15+
Invited / keynote lectures

About

Decoding how microstructure governs mechanical behaviour, one indent at a time.

I am a researcher in materials science and technology at Università degli Studi Roma Tre, working at the intersection of experimental micro- and nano-mechanics, advanced characterization and data-driven analysis. My work develops quantitative methods to connect microstructure, residual stress and local mechanical response in advanced ceramics, coatings and architected materials.

I specialise in high-speed nanoindentation mapping coupled with machine learning, residual-stress quantification by FIB-DIC, and small-scale fracture testing (micropillar splitting and micro-cantilever bending), integrated with correlative SEM/FIB/EBSD microscopy. The aim is reproducible, mechanism-level understanding that feeds materials design and modelling.

I am Full Editor of Materials & Design (Elsevier) and Working Group 4 Leader (Machine Learning for Nanomechanics) of the COST Action CA21121 MecaNano network.

Nanoindentation Residual stress / FIB-DIC Micro-fracture Correlative microscopy Machine learning Advanced ceramics Coatings
SEM/FIB cross-section

Research

Research interests

Methods and questions I work on, from sample preparation to data interpretation.

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High-speed nanoindentation mapping

3D/4D mechanical mapping over large heterogeneous areas, with automated analysis of thousands of load-displacement curves and machine-learning phase segmentation.

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Residual-stress quantification

Multi-scale residual-stress measurement by FIB-DIC ring-core and trench geometries, cross-validated against complementary high-resolution methods.

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Small-scale fracture

Micropillar splitting and micro-cantilever bending to extract local toughness and reveal crack deflection, bridging and arrest in brittle and architected systems.

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Correlative microscopy

Registration of mechanical maps with SEM, FIB tomography and EBSD to link local response to microstructure, interfaces and gradients.

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Machine learning for materials

Supervised classification, clustering, dimensionality reduction and autoencoders for pop-in detection, pile-up correction and microstructure-property decoding.

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Ceramics, coatings & architected materials

Advanced ceramics, multilayer and PVD/ALD coatings, and 3D-printed micro-ceramics, studied for toughness, reliability and environmental durability.

Selected publications

Featured work

Prioritising first / corresponding-author papers in Q1 journals. Citation counts are Scopus snapshots.

First & corresponding author

High-speed nanoindentation mapping: a review of recent advances and applications

Rossi E., Wheeler J.M., Sebastiani M. · Current Opinion in Solid State and Materials Science, 2023 (Q1) · 71 citations

doi.org/10.1016/j.cossms.2023.101107 →
Corresponding author

Unlocking superior fracture resistance in micro-ceramics for architected meta-materials via ALD stress engineering

Cheng W., Rossi E., …, Sebastiani M. · Acta Materialia, 2025 (Q1)

doi.org/10.1016/j.actamat.2025.121474 →
First & corresponding author

A high-throughput framework for pile-up correction in high-speed nanoindentation maps

Rossi E., Duranti D., Rashid S., Zitek M., Daniel R., Sebastiani M. · Materials & Design, 2025 (Q1)

doi.org/10.1016/j.matdes.2025.113708 →
First & corresponding author

Revealing new depths of information with indentation mapping of microstructures

Rossi E., Tromas C., Liu Z., Zou Y., Wheeler J.M. · MRS Bulletin, 2025 (Q1)

doi.org/10.1557/s43577-025-00919-6 →
  • Humidity-dependent flaw sensitivity in the crack propagation resistance of 3D-printed nano-ceramics. Rossi E., Bauer J., Sebastiani M. · Scripta Materialia, 2021 (Q1) · first author · 11 citations · DOI
  • Machine learning aided nanoindentation: a review of the current state and future perspectives. Puchi-Cabrera E.S., Rossi E., Sansonetti G., Sebastiani M., Bemporad E. · Current Opinion in Solid State and Materials Science, 2023 (Q1) · 66 citations · DOI
  • Nano-scale residual stress profiling in thin multilayer films with non-equibiaxial stress state. Sebastiani M., Rossi E., Mughal M.Z., Benedetto A., Jacquet P., Salvati E., Korsunsky A.M. · Nanomaterials, 2020 · 23 citations · DOI
  • Fracture toughness of radiation-damaged zircon studied by nanoindentation pillar-splitting. Beirau T., Rossi E., Sebastiani M., Oliver W.C., Pollmann H., Ewing R.C. · Applied Physics Letters, 2021 (Q1) · 12 citations · DOI
  • A critical comparison among high-resolution methods for spatially resolved nano-scale residual stress analysis in nanostructured coatings. Rashid S., Rossi E., Diplas S., Carvalho P.A., Pucicki D., Kuna R., Sebastiani M. · International Journal of Molecular Sciences, 2025 · 6 citations · DOI

Full publication list available on ORCID and Scopus.

Experience

Academic positions

2023 – present

Assistant Professor / Fixed-term Researcher (RTD-A)

ING-IND/22, Materials Science and Technology · Department of Civil, Computer Science and Aeronautical Technologies Engineering, Università degli Studi Roma Tre.

2022 – 2023

Postdoctoral Research Fellow (Assegnista di ricerca)

Department of Engineering, Università degli Studi Roma Tre · high-resolution mechanical mapping and residual-stress quantification.

2018 – 2022

PhD in Civil and Industrial Engineering

Materials Science and Technology curriculum, Roma Tre · thesis on nanoindentation and advanced nanomechanics for the reliability of micro/nano-devices (110/110 cum laude).

2022

Visiting researcher

University of Southern California, Mork Family Department of Chemical Engineering and Materials Science (group of Prof. A.M. Hodge) · optical ceramic nanomultilayers.

2015 – 2016

Research engineer

Department of Engineering, Roma Tre · design and software automation of FIB micro/nano-machining for residual-stress measurement.

Teaching

Teaching & supervision

  • Course professor · Materials Science and Technology (9 CFU, 72 h), BSc in Engineering, Roma Tre.Since 2024/2025
  • Supplementary teaching · Materials Technology for Mechanical and Aeronautical Engineering, Roma Tre.2019/2020 and 2021/2022
  • Teaching support · Materials Science and Technology, BSc Mechanical Engineering, Roma Tre.2020/2021 and 2021/2022
  • Invited doctoral & summer-school lecturesMecaNano Summer School 2023 · AIM Modular Course on Coatings 2023 · Politecnico di Milano PhD workshop 2023 · 22nd AIMAT School 2024 · MecaNano WG4 Workshop tutorial, Budapest 2025
  • PhD & research-fellow co-supervisionwithin CONCERTO, CoBRAIN and DigiCell

Recognition

Awards & editorial

  • Full Editor, Materials & Design (Elsevier, Q1, IF 7.9).Since 2025 · previously Managing/Assistant Managing Editor, 2022–2024
  • Co-Guest Editor, Materials & Design Virtual Special Issues“AI-Enabled Material Innovations”; “Nanomechanical Testing in Materials R&D IX”
  • MRS 2020 Best Poster AwardSymposium F.SF03, Materials Research Society Fall Meeting
  • Premio Prof. Giovanni Schippa – Best Presentation AwardNewTimes Conference, 2021
  • Member, The Minerals, Metals & Materials Society (TMS)Active in MRS, ECI, AIMAT, AIM, INSTM, FEMS communities

Funding & projects

Selected research projects

Peer-reviewed competitive projects; team-member responsible for the research activities of the Roma Tre unit, unless noted.

MecaNano (COST CA21121)
European Cooperation in Science and Technology · 2022–2026
Working Group 4 Leader — Machine Learning for Nanomechanics. Local Organizer of the Final General Meeting, Rome 2026.
CONCERTO (PRIN 2020)
MUR · 2022–2025
Team member responsible for research activities, WP3 Multiscale and Multimodal Characterization. National coordinator: Prof. M. Sebastiani.
CoBRAIN (Horizon Europe)
European Commission · 2022–present
Team member responsible for the research activities of the Roma Tre unit (PI: Prof. M. Sebastiani).
DigiCell (Horizon Europe)
European Commission, EIC/EISMEA · 2023–present
Team member responsible for the research activities of the Roma Tre unit (PI: Prof. M. Sebastiani).
nanoMECommons (H2020)
European Commission · 2021–2025
Team member responsible for research activities; WP5 and WP8.
OYSTER (H2020)
European Commission · 2020–2022
Nanoindentation surface-energy methodology and contribution to a CEN Workshop Agreement (CWA).

Invited & keynote

Selected lectures

  • TMS 2026, San Diego — two invited talks (4D nanoindentation mapping; interface-driven toughening of AM micro/nano-ceramics).
  • FEMS EUROMAT 2025, Granada — invited speaker & session chair (Mechanics Characterization and Modelling).
  • Empa Thun 2025 — invited seminar on thin-film residual stress and crack propagation in ALD-coated nano-ceramics.
  • ESMC 2025, Lyon — invited speaker, Experimental Micromechanics and Nanomechanics.
  • MSE 2024, Darmstadt — Highlight Lecture & chair, Small Scale Mechanics of Ceramics.
  • ICTF 2023, Burgos — Keynote Speaker (Spanish Vacuum Society).

Coordination

Organisation & service

  • Local Organizer — Final MecaNano General Meeting, Roma Tre, 27–29 April 2026.
  • Co-organizer — 2nd MecaNano WG4 Workshop on ML for Micro/Nano-Mechanics, Budapest 2025.
  • Organizing Committee — ECI Nanomechanical Testing in Materials R&D IX, Giardini Naxos 2024.
  • Local co-organizer — KLA Instruments Nanoindenter European User Meeting, Roma Tre 2024.
  • Co-organizer — NanoInnovation 2024 Workshop “Stress in Thin Films”, Rome.
  • Session chair — TMS 2025, MSE 2024, FEMS EUROMAT 2025.

Gallery

Research in pictures

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