International Business Machines Corporation

Wesley A Khademi

Srinivas Babu Tummalapenta

Gary I Givental

Aankur Bhatia

Adam Lee Griffin

HuyAnh Dinh Ngo

An example operation may include one or more of receiving storage requests endorsed by blockchain peers of a blockchain, selecting a group of the endorsed storage requests to be stored together and ordering the group of endorsed storage requests with respect to each other based on timestamps, encoding the group of ordered and endorsed storage requests into an image, and storing the encoded image within a data section of a block of the blockchain.

Image encoding for blockchain

An example operation may include one or more of retrieving a predefined image from a storage, encoding data attributes to be stored on a blockchain into one or more image layers of the predefined image to generate an encoded image, generating a data block comprising the encoded image including the data attributes which are encoded into the one or more image layers, and storing the data block via a hash-linked chain of data blocks on a distributed ledger.

Multi-layered image encoding for data block

Mechanisms are provided to implement an image based event classification engine having an event image encoder and a first neural network computer model. The event image encoder receives an event data structure comprising a plurality of event attributes, where the event data structure represents an event occurring in association with a computing resource. The event image encoder executes, for each event attribute, a corresponding event attribute encoder that encodes the event attribute as a pixel pattern in a predetermined grid of pixels, corresponding to the event attribute, of an event image. The event image is into to a neural network computer model which applies one or more image feature extraction operations and image feature analysis algorithms to the event image to generate a classification prediction classifying the event into one of a plurality of predefined classifications and outputs the classification prediction.

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Costa Mesa, CA, United States of America

Wesley A Khademi