Our products can be used for solving a wide variety of medical problems.
These are few applications:

1) Coronary artery test case

dynaROM™ allows one to reproduce simulations of arterial systems.

The average velocity is imposed at the inlet of the coronary. The velocity profile in red was used to build the dynaROM™ model. The velocity profile in blue was used for validation.

One can see a good agreement between dynaROM™ predictions and the results obtained by Fluent computations.



2) General Electric incubator

Using dynaROM™ we can command and control nonlinear systems, in this case a General Electric incubator.
dynaROM™’s input is the Thermal power injected in the system and the velocity of the fan. The output is the temperature measured by 6 sensors.

Learning excitations:

Validation excitations:

Validation results: dynaROM™ Model VS reference data (last sensor):


3) Ethnic groups classification

deepROM® is a static neural network factory, it can be used for regression or classification.
In this case, combined with a linear compression, deepROM® was used to classify the ethnicity of a set of people using their genome.

It is clear from the figure that our method gives better results. In fact, the failure rate of deepROM® is 4,348%, the table below shows the rate of failure of other methods, the mean failure rate don’t go bellow 7.44% .

Population ethnicity legend:

ACB: African Caribbeans in Barbados

ASW: Americans of African Ancestry in SW USA

BEB: Bengali from Bangladesh

CDX: Chinese Dai in Xishuangbanna

CEU: Utah Residents (CEPH) with Northern and Western Ancestry

CHB: Han Chinese in Bejing

CHS: Southern Han Chinese

CLM: Colombians from Medellin

ESN: Esan in Nigeria

FIN: Finnish in Finland

GBR: British in England and Scotland

GIH: Gujarati Indian from Houston

GWD: Gambian in Western Divisions in the Gambia

IBS: Iberian Population in Spain

ITU: Indian Telugu from the UK

JPT: Japanese in Tokyo

KHV: Kinh in Ho Chi Minh City

LWK: Luhya in Webuye

MSL: Mende in Sierra Leone

MXL: Mexican Ancestry from Los Angeles

PEL: Peruvians from Lima

PJL: Punjabi from Lahore

PUR: Puerto Ricans

STU: Sri Lankan Tamil from the UK

TSI: Toscani in Italia

YRI: Yoruba in Ibadan


Geographical region legend:

AFR: AfricanAMR: Ad Mixed American

EAS: East Asian

EUR: EuropeanSAS: South Asian



Bibliographical references :

[1] : ” Romero, Adriana, Pierre Luc Carrier, Akram Erraqabi, Tristan Sylvain, Alex Auvolat, Etienne Dejoie, Marc-André Legault, Marie-Pierre Dubé, Julie G. Hussin, and Yoshua Bengio. “Diet networks: thin parameters for fat genomics.” arXiv preprint arXiv:1611.09340 (2016).”