Evidence map›Paper›PMID 40447569›Full record

ArticleNature communications2025

Heterogeneous III-V/Si micro-ring laser array with multi-state non-volatile memory for ternary content-addressable memories.

Stanley Cheung, Yanir London, Yuan Yuan, Bassem Tossoun, Yiwei Peng, Yingtao Hu, Thomas Van Vaerenbergh, Di Liang, Chong Zhang, Geza Kurczveil and 1 more

Abstract read
In one paragraph

Article in Nature communications, 2025. 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

11 authors.

Stanley CheungHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA. scheung3@ncsu.edu.
Yanir LondonHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA. yanir.london@hpe.com.ORCID http://orcid.org/0000-0003-2902-6397
Yuan YuanHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.
Bassem TossounHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.ORCID http://orcid.org/0000-0003-3608-8369
Yiwei PengHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.ORCID http://orcid.org/0000-0002-5014-8527
Yingtao HuHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.ORCID http://orcid.org/0009-0001-4702-2763
Thomas Van VaerenberghHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.ORCID http://orcid.org/0000-0002-7301-8610
Di LiangDepartment of Electrical and Computer Engineering, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0003-1366-0115
Chong ZhangNexus Photonics, Goleta, CA, USA.
Geza KurczveilHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.
Raymond G BeausoleilHewlett Packard Labs, Hewlett Packard Enterprise, Milpitas, CA, USA.

Funding

DOE | Advanced Research Projects Agency - Energy (Advanced Research Projects Agency - Energy - U.S. Department of Energy) DE-AR0001039
6 · The paper itself

Abstract

In this work, we introduce programmable memory elements embedded within III-V/Si light sources which facilitate non-volatile wavelength tuning. These non-volatile III-V/Si micro-ring lasers (MRLs) exhibit non-volatile wavelength shifts of  ~80 pm with  ~40 dB signal extinction ratio while consuming 0 electrical static tuning power. An array of 5 cascaded MRLs is demonstrated with each laser capable of 4 programmable non-volatile states, thus yielding 1024 unique states altogether. Write/erase operations were performed up to 100 cycles with non-volatile time duration lasting up to 24 h. These non-volatile lasers are used to demonstrate optical ternary content-addressable memories (O-TCAM) which can find utility in fast memory search and in-memory computing functions necessary for various machine learning algorithms. The end-to-end energy consumption of the non-volatile MRL O-TCAM with 5 ternary symbols is 1156 fJ/sym. This work provides an opportunity for realizing photonic memory applications in next generation non-volatile photonic systems.

Identifiers

PMID40447569
PMCPMC12125217

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.