An integrated photonics engine for unsupervised correlation detection
With more and more aspects of modern life and scientific tools becoming digitized, the amount of data being generated is growing exponentially. Fast and efficient statistical processing, such as identifying correlations in big datasets, is therefore becoming increasingly important, and this, on acco...
Gespeichert in:
| Hauptverfasser: | , , , , , , , , |
|---|---|
| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
1 June 2022
|
| In: |
Science advances
Year: 2022, Jahrgang: 8, Heft: 22, Pages: 1-9 |
| ISSN: | 2375-2548 |
| DOI: | 10.1126/sciadv.abn3243 |
| Online-Zugang: | Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1126/sciadv.abn3243 Verlag, lizenzpflichtig, Volltext: https://www.science.org/doi/10.1126/sciadv.abn3243 
|
| Verfasserangaben: | Syed Ghazi Sarwat, Frank Brückerhoff-Plückelmann, Santiago García-Cuevas Carrillo, Emanuele Gemo, Johannes Feldmann, Harish Bhaskaran, C. David Wright, Wolfram H.P. Pernice, Abu Sebastian |
MARC
| LEADER | 00000caa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1810695953 | ||
| 003 | DE-627 | ||
| 005 | 20220820224310.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 220718s2022 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1126/sciadv.abn3243 |2 doi | |
| 035 | |a (DE-627)1810695953 | ||
| 035 | |a (DE-599)KXP1810695953 | ||
| 035 | |a (OCoLC)1341464142 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 29 |2 sdnb | ||
| 100 | 1 | |a Ghazi Sarwat, Syed |e VerfasserIn |0 (DE-588)1262786169 |0 (DE-627)1810698391 |4 aut | |
| 245 | 1 | 3 | |a An integrated photonics engine for unsupervised correlation detection |c Syed Ghazi Sarwat, Frank Brückerhoff-Plückelmann, Santiago García-Cuevas Carrillo, Emanuele Gemo, Johannes Feldmann, Harish Bhaskaran, C. David Wright, Wolfram H.P. Pernice, Abu Sebastian |
| 264 | 1 | |c 1 June 2022 | |
| 300 | |a 9 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Gesehen am 18.07.2022 | ||
| 520 | |a With more and more aspects of modern life and scientific tools becoming digitized, the amount of data being generated is growing exponentially. Fast and efficient statistical processing, such as identifying correlations in big datasets, is therefore becoming increasingly important, and this, on account of the various compute bottlenecks in modern digital machines, has necessitated new computational paradigms. Here, we demonstrate one such novel paradigm, via the development of an integrated phase-change photonics engine. The computational memory engine exploits the accumulative property of Ge2Sb2Te5 phase-change cells and wavelength division multiplexing property of optics in delivering fully parallelized and colocated temporal correlation detection computations. We investigate this property and present an experimental demonstration of identifying real-time correlations in data streams on the social media platform Twitter and high-traffic computing nodes in data centers. Our results demonstrate the use case of high-speed integrated photonics in accelerating statistical analysis methods. | ||
| 700 | 1 | |a Brückerhoff-Plückelmann, Frank |e VerfasserIn |4 aut | |
| 700 | 1 | |a Carrillo, Santiago García-Cuevas |e VerfasserIn |4 aut | |
| 700 | 1 | |a Gemo, Emanuele |e VerfasserIn |4 aut | |
| 700 | 1 | |a Feldmann, Johannes |e VerfasserIn |4 aut | |
| 700 | 1 | |a Bhaskaran, Harish |e VerfasserIn |4 aut | |
| 700 | 1 | |a Wright, C. David |e VerfasserIn |4 aut | |
| 700 | 1 | |a Pernice, Wolfram |e VerfasserIn |0 (DE-588)103448429X |0 (DE-627)745631037 |0 (DE-576)382086015 |4 aut | |
| 700 | 1 | |a Sebastian, Abu |e VerfasserIn |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Science advances |d Washington, DC [u.a.] : Assoc., 2015 |g 8(2022), 22, Artikel-ID eabn3243, Seite 1-9 |h Online-Ressource |w (DE-627)818494344 |w (DE-600)2810933-8 |w (DE-576)426498542 |x 2375-2548 |7 nnas |a An integrated photonics engine for unsupervised correlation detection |
| 773 | 1 | 8 | |g volume:8 |g year:2022 |g number:22 |g elocationid:eabn3243 |g pages:1-9 |g extent:9 |a An integrated photonics engine for unsupervised correlation detection |
| 856 | 4 | 0 | |u https://doi.org/10.1126/sciadv.abn3243 |x Verlag |x Resolving-System |z lizenzpflichtig |3 Volltext |
| 856 | 4 | 0 | |u https://www.science.org/doi/10.1126/sciadv.abn3243 |x Verlag |z lizenzpflichtig |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20220718 | ||
| 993 | |a Article | ||
| 994 | |a 2022 | ||
| 998 | |g 103448429X |a Pernice, Wolfram |m 103448429X:Pernice, Wolfram |d 130000 |d 130700 |e 130000PP103448429X |e 130700PP103448429X |k 0/130000/ |k 1/130000/130700/ |p 8 | ||
| 999 | |a KXP-PPN1810695953 |e 416940419X | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"note":["Gesehen am 18.07.2022"],"name":{"displayForm":["Syed Ghazi Sarwat, Frank Brückerhoff-Plückelmann, Santiago García-Cuevas Carrillo, Emanuele Gemo, Johannes Feldmann, Harish Bhaskaran, C. David Wright, Wolfram H.P. Pernice, Abu Sebastian"]},"id":{"doi":["10.1126/sciadv.abn3243"],"eki":["1810695953"]},"type":{"media":"Online-Ressource","bibl":"article-journal"},"physDesc":[{"extent":"9 S."}],"title":[{"title":"An integrated photonics engine for unsupervised correlation detection","title_sort":"integrated photonics engine for unsupervised correlation detection"}],"relHost":[{"note":["Gesehen am 13.09.21"],"disp":"An integrated photonics engine for unsupervised correlation detectionScience advances","pubHistory":["1.2015 -"],"physDesc":[{"extent":"Online-Ressource"}],"recId":"818494344","origin":[{"publisher":"Assoc.","publisherPlace":"Washington, DC [u.a.]","dateIssuedKey":"2015","dateIssuedDisp":"2015-"}],"name":{"displayForm":["American Association for the Advancement of Science"]},"part":{"extent":"9","volume":"8","pages":"1-9","issue":"22","year":"2022","text":"8(2022), 22, Artikel-ID eabn3243, Seite 1-9"},"id":{"issn":["2375-2548"],"zdb":["2810933-8"],"eki":["818494344"]},"type":{"media":"Online-Ressource","bibl":"periodical"},"title":[{"title":"Science advances","title_sort":"Science advances"}],"corporate":[{"display":"American Association for the Advancement of Science","role":"isb"}],"language":["eng"]}],"recId":"1810695953","person":[{"display":"Ghazi Sarwat, Syed","family":"Ghazi Sarwat","given":"Syed","role":"aut"},{"role":"aut","family":"Brückerhoff-Plückelmann","given":"Frank","display":"Brückerhoff-Plückelmann, Frank"},{"display":"Carrillo, Santiago García-Cuevas","family":"Carrillo","given":"Santiago García-Cuevas","role":"aut"},{"role":"aut","given":"Emanuele","family":"Gemo","display":"Gemo, Emanuele"},{"display":"Feldmann, Johannes","role":"aut","given":"Johannes","family":"Feldmann"},{"role":"aut","family":"Bhaskaran","given":"Harish","display":"Bhaskaran, Harish"},{"display":"Wright, C. David","role":"aut","family":"Wright","given":"C. David"},{"given":"Wolfram","family":"Pernice","role":"aut","display":"Pernice, Wolfram"},{"display":"Sebastian, Abu","role":"aut","family":"Sebastian","given":"Abu"}],"origin":[{"dateIssuedKey":"2022","dateIssuedDisp":"1 June 2022"}],"language":["eng"]} | ||
| SRT | |a GHAZISARWAINTEGRATED1202 | ||