Living Random Optical Neural Network

Optical neural networks process information at the speed of light and are energetically efficient. Photonic artificial intelligence allows speech recognition, image classification, and Ising machines. Modern machine learning paradigms, as extreme learning machines, reveal that disordered and biological materials may realize optical neural networks with thousands of nodes trained only at the input and at the readout. May we use living matter for machine learning? Here, we employ living three-dimensional tumor brain models to demonstrate a random optical learning machine (ROM) for the investigation of glioblastoma. The tumor spheroid act as a computational reservoir. The ROM detects cancer morphodynamics by laser-induced hyperthermia, quantifies chemotherapy, and cell metabolism. The ROM is a sensitive noninvasive smart probe for cytotoxicity assay and enables real-time investigation of tumor dynamics. We hence design and demonstrate a novel bio-hardware for optical computing and the study of light/complex matter interaction.

Living optical random neural network with three dimensional tumor spheroids for cancer morphodynamics in Communications Physics

See also

Deep learning, living, random, optical, and – maybe – useful

In a recent paper, we demonstrated an optical deep neural network with a real living piece of brain tumor (a 3D “tumour model”). We think this is the first example of a hybrid living/photonic hardware: a sort of artificially intelligent device performing optical functions and detecting tumour morphodynamics (including the effect of chemotherapy)

Deep optical neural network by living tumour brain cells

Abstract: The new era of artificial intelligence demands large-scale ultrafast hardware for machine learning. Optical artificial neural networks process classical and quantum information at the speed of light, 
and are compatible with silicon technology, but lack scalability and need expensive manufacturing of many computational layers. New paradigms, as reservoir computing and the extreme learning machine, suggest that disordered and biological materials may realize artificial neural networks with thousands of computational nodes trained only at the input and at the readout. Here we employ biological complex systems, i.e., living three-dimensional tumour brain models, and demonstrate a random neural network (RNN) trained to detect tumour morphodynamics via
image transmission. The RNN, with the tumour spheroid 19 as a three-dimensional deep computational reservoir, performs programmed optical functions and detects cancer morphodynamics from laser-induced hyperthermia inaccessible by optical imaging. Moreover, the RNN quantifies the effect of chemotherapy inhibiting tumour growth. We realize a non-invasive smart probe for cytotoxicity assay, which is at least one order of magnitude more sensitive with respect to conventional imaging. Our random and hybrid photonic/living system is a novel artificial machine for computing and for the real-time investigation of tumour dynamics.

Authors: D. Pierangeli, V. Palmieri, G. Marcucci, C. Moriconi, G. Perini, M. De Spirito, M. Papi, C. Conti

https://arxiv.org/abs/1812.09311

The Bathynomus propinquus

Testing the new Gutenberg editor of WordPress : the visit at the Harvard Museum of Natural History

One of the most surprising animals of the last century :  the Bathynomus propinquus

Why this nice fluffy has such big eyes if he leaves in the soil of the dark deep ocean?

I first read about the giant isopod in the wonderful book “In the Blink of an Eye” by Andrew Parker, a surprising tour in evolution and the Cambrian explosion , see the enlightened game of life.

Recently, I was able to visit the Harvard Museum of Natural Hystory, where you find the footprints of writers and scientists as Stephen Jay Could, and you can meet the fluffy puppy above.

With a primitive fish (the one smiling but without glasses) at the Harvard Museum

Read many books for many years ! (and visit the museums)

Impressive Web-impact of the graphene 3D bone-printing !

Web-Press release on graphene for 3D bone-printing

https://www.cnr.it/it/comunicato-stampa/7895/foglietti-di-grafene-come-stampi-per-costruire-nuove-protesi-ossee-personalizzate

Foglietti di grafene come stampi per costruire nuove protesi ossee personalizzate

https://agensir.it/quotidiano/2018/1/24/ricerca-scientifica-universita-cattolicacnr-sviluppati-foglietti-di-grafene-come-stampi-per-costruire-nuove-protesi-ossee-personalizzate/

Protesi ossee: in futuro saranno con foglietti di grafene

https://isnello.virgilio.it/notizielocali/foglietti_di_grafene_come_stampi_per_costruire_nuove_protesi_ossee_personalizzate-54268140.html

http://www.adnkronos.com/soldi/economia/2018/01/24/grafene-arrivo-protesi-ossee-tessuti-antifiamma_S23zoadjJRR2FB1Ts5dgYO.html

Ricerca, foglietti di grafene per la stampa di protesi ossee su misura

Foglietti di grafene come stampi per costruire nuove protesi ossee personalizzate

http://www.lescienze.it/lanci/2018/01/24/news/cnr_foglietti_di_grafene_come_stampi_per_costruire_nuove_protesi_ossee_personalizzate-3833161/

Download  web-press-release here :  CNR Web Release

Download full web-press-release (33MB) :  CNR Web Release full