Borehole lithology modelling with scarce labels by deep transductive learning

Author:

Wang Jichen,Li Jing,Li Kun,Li Zerui,Kang Yu,Chang Ji,Lv WenjunORCID

Funder

National Natural Science Foundation of China

Publisher

Elsevier BV

Reference52 articles.

1. Tensorflow: Large-scale machine learning on heterogeneous distributed systems;Abadi,2016

2. Logging lithology discrimination in the prototype similarity space with random forest;Ao;IEEE Geosci. Remote Sens. Lett.,2018

3. Mixmatch: A holistic approach to semi-supervised learning;Berthelot;Adv. Neural Inf. Process. Syst.,2019

4. SegLog: Geophysical logging segmentation network for lithofacies identification;Chang;IEEE Trans. Ind. Inform.,2021

5. On inductive–transductive learning with graph neural networks;Ciano;IEEE Trans. Pattern Anal. Mach. Intell.,2021

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