International Business Machines Corporation

Beijing University of Technology

Peng Chang

Chun Li

Xiao Feng Zhang

Kai Wang

Dan Li

Zeyu Li

Li Xiang

Zhi Gang Lin

Mu Chen

Chunhao Ding

Ruiwei Lu

ZhiGang Lin

Nan Shi

The invention discloses a sewage treatment process fault monitoring method based on fuzzy width adaptive learning model. Including 'offline modeling' and 'online monitoring' two stages. &#x201c;Offline modeling&#x201d; first uses a batch of normal data and 4 batches of fault data as training samples to train the network offline and label the data. After the network training is completed, the weight parameters are obtained for online monitoring. &#x201c;Online monitoring&#x201d; includes: using newly collected data as test data, using the same steps as offline training networks for online monitoring. The output result of online monitoring adopts one-hot encoding to realize zero-one discrimination of the output result of online monitoring, so as to realize fault monitoring. The present invention only needs to increase the number of enhanced nodes, reconstruct in an incremental manner, and does not need to retrain the entire network from the beginning. It can complete the network training in a short time and realize the rapid fault monitoring in time, which has high practical application value.

Fault monitoring method for sewage treatment process based on fuzzy width adaptive learning model

A method, system, and computer program product may generate synchronous application logs. A client device may create a session with a server, and the client device may be granted privileges to receive a backend service log associated with the session. A socket accompanying the session may be created between the client and server for communicating the backend service log. The requests from the client device may be monitored at the server, and log information related to the requests may be extracted by the backend service associated with the backend service log. The extracted log information may be transferred, via the socket, to the client device.

Synchronous client-side log service

Embodiments for debugging program code are provided. In response to a debug comparison request, (i) a first set of debugging operations are initiated on a first portion of program code selected from an original version of a program, and (ii) a second set of debugging operations are initiated on a second portion of program code selected from a revised version of the program. The second portion of program code corresponds to the first portion of program code. Execution of the first and second portions of program code is synchronized. The first and second set of debugging operations are stopped in response to determine that at least one of a first and a second stop condition exists based, at least in part, on a comparison of the results from executing one or more lines of corresponding code from the first and second portions of program code.

Debugging program code

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Peng Chang