Knowledge graph construction and application in geosciences: A review

X Ma - Computers & Geosciences, 2022 - Elsevier
Abstract Knowledge graph (KG) is a topic of great interests to geoscientists as it can be
deployed throughout the data life cycle in data-intensive geoscience studies. Nevertheless …

[HTML][HTML] Visual analytics and information extraction of geological content for text-based mineral exploration reports

B Wang, K Ma, L Wu, Q Qiu, Z **e, L Tao - Ore Geology Reviews, 2022 - Elsevier
A large amount of continuously increasing textual geoscience data is stored and not fully
utilized. Text mining enables the discovery and analysis of valuable information, and …

On-site text classification and knowledge mining for large-scale projects construction by integrated intelligent approach

D Tian, M Li, J Shi, Y Shen, S Han - Advanced Engineering Informatics, 2021 - Elsevier
A large-scale project produces a lot of text data during construction commonly achieved as
various management reports. Having the right information at the right time can help the …

Geogalactica: A scientific large language model in geoscience

Z Lin, C Deng, L Zhou, T Zhang, Y Xu, Y Xu… - arxiv preprint arxiv …, 2023 - arxiv.org
Large language models (LLMs) have achieved huge success for their general knowledge
and ability to solve a wide spectrum of tasks in natural language processing (NLP). Due to …

Construction and application of a knowledge graph for iron deposits using text mining analytics and a deep learning algorithm

Q Qiu, K Ma, H Lv, L Tao, Z **e - Mathematical Geosciences, 2023 - Springer
Reports on mineral exploration provide several insights regarding the geological settings of
mineral deposits. However, because the reports are presented as unstructured text, it can be …

Integrated natural language processing method for text mining and visualization of underground engineering text reports

R Shao, P Lin, Z Xu - Automation in Construction, 2024 - Elsevier
Efficient extraction of information from underground engineering text reports can significantly
enhance project efficiency and quality. Traditional manual analysis is often time-consuming …

Chinese named entity recognition in the geoscience domain based on BERT

X Lv, Z **e, D Xu, X **, K Ma, L Tao… - Earth and Space …, 2022 - Wiley Online Library
Geological reports are frequently used by geologists involved in geological surveys and
scientific research to record the results and outcomes of geological surveys. With such a rich …

Integrated framework for geological modeling: integration of data, knowledge, and methods

H Li, B Wan, D Chu, R Wang, G Ma, C Lei… - Bulletin of Engineering …, 2024 - Springer
Abstract Three-dimensional (3D) geological modeling from limited and scattered information
is essential for engineering geological investigation and design. Previous studies have …

What is this article about? Generative summarization with the BERT model in the geosciences domain

K Ma, M Tian, Y Tan, X **e, Q Qiu - Earth Science Informatics, 2022 - Springer
In recent years, a large amount of data has been accumulated, such as those recorded in
geological journals and report literature, which contain a wealth of information, but these …

Extraction of temporal information from social media messages using the BERT model

K Ma, Y Tan, M Tian, X **e, Q Qiu, S Li… - Earth Science Informatics, 2022 - Springer
Temporal information extraction from social media messages is of critical importance to
several geographical applications. Combined with the characteristics of temporal …