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Gender equity remains a major issue facing the field of planetary science, and there is broad interest in addressing gender disparities within space science and related disciplines. Many studies of these topics have been performed by…

With the increasing urgency of climate change's impacts and limited success in reducing emissions, "geoengineering," or the artificial manipulation of the climate to reduce warming rates, has been proposed as an alternative short-term…

物理与社会 · 物理学 2024-12-06 Felipe de Bolle , Egemen Kolemen

Helioseismology and solar modelling have enjoyed a golden era thanks to decades-long surveys from ground-based networks such as for example GONG, BiSON, IRIS and the SOHO and SDO space missions which have provided high-quality helioseismic…

Gender inequity is one of the biggest challenges facing the STEM workforce. While there are many studies that look into gender disparities within STEM and academia, the majority of these have been designed and executed by those unfamiliar…

Fairness of machine learning models in healthcare has drawn increasing attention from clinicians, researchers, and even at the highest level of government. On the other hand, the importance of developing and deploying interpretable or…

Gender equity is one of the biggest issues facing the field of astrophysics, and there is broad interest in addressing gender disparities within astronomy. Many studies of these topics have been performed by professional astronomers who are…

天体物理仪器与方法 · 物理学 2019-07-12 Kaitlin C. Rasmussen , Erin Maier , Beck E. Strauss , Meredith Durbin , Luc Riesbeck , Aislynn Wallach , Vic Zamloot , Allison Erena

The widespread adoption of AI models, especially foundation models (FMs), has made a profound impact on numerous domains. However, it also raises significant ethical concerns, including bias issues. Although numerous efforts have been made…

人工智能 · 计算机科学 2025-09-30 Zhangyu Wang , Nemin Wu , Qian Cao , Jiangnan Xia , Zeping Liu , Yiqun Xie , Akshay Nambi , Tanuja Ganu , Ni Lao , Ninghao Liu , Gengchen Mai

Geosystems are geological formations altered by humans activities such as fossil energy exploration, waste disposal, geologic carbon sequestration, and renewable energy generation. Geosystems also represent a critical link in the global…

地球物理 · 物理学 2021-04-14 Alexander Y. Sun , Hongkyu Yoon , Chung-Yan Shih , Zhi Zhong

We briefly review some of the scientific challenges and epistemological issues related to climate science. We discuss the formulation and testing of theories and numerical models, which, given the presence of unavoidable uncertainties in…

物理学史与哲学 · 物理学 2022-03-31 Valerio Lucarini

Energy system models have become indispensable tools for planning future energy systems by providing insights into different development trajectories. However, sustainable systems with high shares of renewable energy are characterized by…

计算工程、金融与科学 · 计算机科学 2018-08-27 Simon Hilpert , Cord Kaldemeyer , Uwe Krien , Stefan Günther , Clemens Wingenbach , Guido Plessmann

Some have suggested solar geoengineering, cooling the planet by reflecting sunlight, could be deployed temporarily to shave the peak of global temperatures. This would use limited deployment to keep global mean temperatures below a given…

大气与海洋物理 · 物理学 2021-08-03 Thomas Hornigold

Artificial intelligence (AI) has significantly advanced Earth sciences, yet its full potential in to comprehensively modeling Earth's complex dynamics remains unrealized. Geoscience foundation models (GFMs) emerge as a paradigm-shifting…

人工智能 · 计算机科学 2024-11-13 Hao Zhang , Jin-Jian Xu , Hong-Wei Cui , Lin Li , Yaowen Yang , Chao-Sheng Tang , Niklas Boers

Solar power harbors immense potential in mitigating climate change by substantially reducing CO$_{2}$ emissions. Nonetheless, the inherent variability of solar irradiance poses a significant challenge for seamlessly integrating solar power…

In a world of daily emerging scientific inquisition and discovery, the prolific launch of machine learning across industries comes to little surprise for those familiar with the potential of ML. Neither so should the congruent expansion of…

人工智能 · 计算机科学 2021-12-13 Brianna Richardson , Juan E. Gilbert

Engineering sciences, such as energy system research, play an important role in developing solutions to technical, environmental, economic, and social challenges of our modern society. In this context, the transformation of energy systems…

数字图书馆 · 计算机科学 2024-01-25 Oliver Karras , Jan Göpfert , Patrick Kuckertz , Tristan Pelser , Sören Auer

As Earth science enters the era of big data, artificial intelligence (AI) not only offers great potential for solving geoscience problems, but also plays a critical role in accelerating the understanding of the complex, interactive, and…

计算机视觉与模式识别 · 计算机科学 2024-05-08 Jin-Jian Xu , Hao Zhang , Chao-Sheng Tang , Lin Li , Bin Shi

This chapter presents some of the fundamental assumptions and principles that could form the philosophical foundation of GeoAI and spatial data science. Instead of reviewing the well-established characteristics of spatial data (analysis),…

计算机与社会 · 计算机科学 2023-04-14 Krzysztof Janowicz

Expert knowledge is required to interpret data across a range of fields. Experts bridge gaps that often exists in our knowledge about relationships between data and the parameters of interest. This is especially true in geoscientific…

人机交互 · 计算机科学 2022-08-15 Melody G Whitehead , Andrew Curtis

Artificial Intelligence (AI) models are now being utilized in all facets of our lives such as healthcare, education and employment. Since they are used in numerous sensitive environments and make decisions that can be life altering,…

人工智能 · 计算机科学 2024-03-27 Tahsin Alamgir Kheya , Mohamed Reda Bouadjenek , Sunil Aryal

In recent years, artificial intelligence (AI) rapidly accelerated its influence and is expected to promote the development of Earth system science (ESS) if properly harnessed. In application of AI to ESS, a significant hurdle lies in the…

人工智能 · 计算机科学 2024-06-19 Feini Huang , Shijie Jiang , Lu Li , Yongkun Zhang , Ye Zhang , Ruqing Zhang , Qingliang Li , Danxi Li , Wei Shangguan , Yongjiu Dai
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