Evidence map›Paper›PMID 41641841›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Excited State Opto-Ionic Reservoir Computing in Hybrid Perovskite Electrochemically-Gated Luminescent Cells.

Philipp Kollenz, Carina Herrle, Leonard Göhringer, Nasrin Solhtalab, Tom Wickenhäuser, Wolfram Pernice, Rüdiger Klingeler, Felix Deschler

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Philipp KollenzPhysikalisch-Chemisches Institut, Universität Heidelberg, Heidelberg, Germany.ORCID https://orcid.org/0000-0002-3439-164X
Carina HerrlePhysikalisch-Chemisches Institut, Universität Heidelberg, Heidelberg, Germany.
Leonard GöhringerPhysikalisch-Chemisches Institut, Universität Heidelberg, Heidelberg, Germany.
Nasrin SolhtalabPhysikalisch-Chemisches Institut, Universität Heidelberg, Heidelberg, Germany.
Tom WickenhäuserKirchhoff-Institut für Physik, Universität Heidelberg, Heidelberg, Germany.
Wolfram PerniceKirchhoff-Institut für Physik, Universität Heidelberg, Heidelberg, Germany.
Rüdiger KlingelerKirchhoff-Institut für Physik, Universität Heidelberg, Heidelberg, Germany.ORCID https://orcid.org/0000-0002-8816-9614
Felix DeschlerPhysikalisch-Chemisches Institut, Universität Heidelberg, Heidelberg, Germany.

Funding

Deutsche Forschungsgemeinschaft 533164536German Research Foundation (DFG) via Research Training Group GRK 2948/1
6 · The paper itself

Abstract

We introduce a neuromorphic reservoir computing concept that leverages the complex interplay between electronic and ionic states in lead halide perovskites to run algorithms by harnessing opto-ionic modulation of photoexcited state populations. The system leverages the heterogeneous material microstructure and ultrafast spatio-temporal electronic state dynamics in perovskite microcrystals to generate a high-dimensional internal state space reservoir within the charge carrier populations. This reservoir exhibits complex, nonlinear, and adaptive behavior. The computation output is read directly from the photogenerated luminescence using diffraction-limited resolution with 10

Indexed as

excited state dynamicslead halide perovskitesneuromorphic devicesopto‐ionic effectphotoluminescencephysical reservoir computingultrafast photophysics

Identifiers

PMID41641841
PMCPMC12966972

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.