32 matching collectives

eFactory

About

eFounders as a Service

16 missions successfully executed on Collective

ARCHI

About

Making things work is our playground.

9 missions successfully executed on Collective

AnThüka

About

Une ADN data pour le business. Accéder au ROI de vos actions business grâce à vos data. Automatisation, Analyse, Prédiction, Growth. La data au service du business.

5 missions successfully executed on Collective

Startup Notion

About

📣Collectif NoCode X Knowledge management. Nous trouvons ensemble les solutions applicatives 100% adaptées à vos problématiques en expérimentant. Nos 3 critères : Efficacité, simplicité et intégration.

2 missions successfully executed on Collective

Datamour

About

Mettre l'état de l'art entre vos mains

2 missions successfully executed on Collective

Moonimize

About

Moonimize vous propose d'élaborer des solutions personnalisées, évolutives et flexibles pour soutenir votre croissance, tout en considérant vos défis commerciaux.

2 missions successfully executed on Collective

Citadel

About

Nous produisons des produits de qualité pour les meilleurs entreprises obsédées par le pixel-perfect

1 mission successfully executed on Collective

Studio SODA

About

Nous accompagnons des entreprises de toute taille dans la stratégie, la conception et le suivi de production de leurs projets digitaux (sites internet, intranets, applications mobiles natives/hybrides, webapps, installations interactives) en déployant une approche agile, business-oriented, au service des usages et attentes des utilisateurs finaux

1 mission successfully executed on Collective

Y&M

About

Digitalizing your processes - Bringing your digital projects to life!

Growth on Track

About

Notre collectif multidisciplinaire vous aide à trouver les ingrédients d‘une croissance saine, multi-canal, et centrée sur la data.

Fyce

About

Analyse. Automate. Scale Up.

Orbiton

About

De A à Z, vos datas valorisées : confiez nous vos projets data afin de prendre de meilleurs décisions !

Mutative.

About

Building the next web.

The Phoners

About

La tribu d'experts B2B au service de votre prospection commerciale !

Product Verse

About

Let's shape the future of product

Sentric

About

User centric innovation - Votre projet tech de A à Z

yoyo

About

Product, growth, sales, on met en place la meilleure stratégie data pour vous aider à prendre de meilleures décisions.

Agora

About

Experts in Data Science building End-to-End AI solutions on the cloud

CMR Surgical logo

CMR Surgical

Tech & SoftwareEnterprise


ML Solutions for Predictive Maintenance and Analytics in MedTech

Leveraged deep learning methods combined with system knowledge to implement a predictive maintenance algorithm that can detect joint degradation wrist joint of a surgical robot, from surgical data.


Customer Need: Medical organisations and clinical sites worldwide require accurate and timely insights from surgical telemetry data. The needs of this specific customer was no different. With the advent of advanced surgical robotics, the need for predictive maintenance and understanding of robot & instrument health was paramount. Additionally, there was a demand for information regarding the fidelity of instruments, the health of robot joints, the overall co-bot experience, and the usage patterns across different clinical locations.

Derived Solution:

  1. Automated Surgical Telemetry Analysis: Introduced algorithms that automatically analyze surgical telemetry data in the cloud.

  2. Predictive Maintenance with Deep Learning: Used deep learning techniques and extensive system knowledge to develop a predictive maintenance algorithm specifically for the robot wrist joint, enabling early detection of joint degradation from surgical data.

  3. Metrics Development: Acted as a core contributor in developing several key metrics derived autonomously from surgical data in the cloud. These metrics offered precise insights into various critical aspects of the surgical process and instrument health.

Value Delivery:

  • Enhanced Instrument Longevity: With the predictive maintenance algorithm, clinical sites can now anticipate joint degradation in the V-Wrist joint, ensuring timely maintenance and potentially extending the lifespan of the instrument.

  • Business-Critical Insights: The autonomously derived metrics from surgical data offered invaluable insights that fed directly into business-critical activities.

    These insights aided in:

    • Gauging instrument fidelity

    • Monitoring the health of robot joints

    • Understanding the co-bot experience from the customer's perspective

    • Analyzing usage patterns across clinical sites globally, facilitating better resource allocation and improved patient care.

Members

Expertises

Data EngineeringPythonData Science

From

Mar 2023 to Jun 2023