International Business Machines Corporation

Mohab Elkaref

Mathias B Steiner

Bruce Gordon Elmegreen

Stacey M Gifford

Ronaldo Giro

Dmitry Zubarev

Kristin Schmidt

David Boaz

Geeth Ranmal De Mel

Christopher R Gibson

David S Braines

Lan Ngoc Hoang

Flaviu Cipcigan

Lori French

Carlos Peña Monferrer

Eloisa Bentivegna

Maira G De Bayser

Dean Clarke

A computer implemented method for generating query results includes generating by a computer processor, a training model through artificial intelligence. The training model is based on annotated data. A knowledge base for a subject matter is generated based on the training model. The knowledge base is based on content from document sources related to the subject matter. A natural language query input is received. An intent and requirements for satisfying the intent is inferred by the computer processor. The knowledge base is referenced to extract information related to the intent and requirements, from documents in the knowledge base. Relationships between the extracted information and the requirements are correlated from the documents in the knowledge base. Query results are displayed to the user. The query results are based on the correlated relationships.

Artificial intelligence based materials discovery building from documents and recommendations

In an approach for controlling a multiphase flow configured to create a plurality of particles, a processor obtains images of a plurality of particles in a multiphase flow. A processor provides the images to a neural network adapted to determine a distribution of a spatial property of the plurality of particles from the provided images. A processor determines the distribution of the spatial property of the plurality of particles in the multiphase flow, based on the provided images, using the neural network. A processor controls the multiphase flow based on the determined distribution.

Controlling a multiphase flow

Growing community of inventors

Manchester, United Kingdom

Mohab Elkaref