International Business Machines Corporation

Han Ying Song

Yong Wang

Xiang Yu Yang

Jian Dong Yin

Deng Xin Luo

Jun Feng Yuan

Yao Li

Ya Juan Dang

Shen Ming Tao

Junfeng Yuan

Xiao Wei Hou

Yu Ying Yy Wang

Chi Nan

Mechanisms are provided for automatically predicting vehicle weight of a moving vehicle. Vehicle operation data is obtained from one or more on-board sensors/systems of the vehicle and features are extracted. The features are filtered based on a required working condition of the vehicle to identify intervals of features having valid feature data to thereby generate a filtered valid data. The filtered valid data is processed by a first artificial intelligence (AI) computer model based on time slices of the filtered valid data to generate a first prediction of vehicle weight, and by a second AI computer model based on buckets of key variables to generate a second prediction of vehicle weight. The first prediction is fused with the second prediction to generate a final prediction of vehicle weight which is output to downstream computing logic.

Estimating moving vehicle weight based on driving data

A method includes performing at least the following operations by one or more processors: receiving a request initiated by a device of a first user for a first service to be provisioned by a first entity, deriving a first user preference data based, at least in part, on a historical interaction information of the first user with a second entity provisioning a second service, and responsive to receiving the request, provisioning an instantiation of the first service, by the first entity, in a manner that is based, at least in part, on the first user preference data.

Assistance in service provision

Aspects provide an authentication mechanism wherein processors are configured to extract encoded identification indicia of a cellular service base station from authentication credentials received from a mobile cellular device for access to a secure networked resource on a network device connection. The identification indicia uniquely identify the base station relative to other, different base stations. Configured processors grants access by the mobile device to the secure networked resource in response to determining that the mobile device is currently using the identified base station for cellular services to transmit the authentication credentials; and deny access by the mobile device to the secure networked resource in response to determining that the mobile device is currently using another base station for cellular services to transmit the authentication credentials.

Authentication mechanism

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Xi'an, China

Han Ying Song