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Understanding the interactions between the El Nino-Southern Oscillation (ENSO) and the Madden-Julian Oscillation (MJO) is essential to studying climate variabilities and predicting extreme weather events. Here, we develop a stochastic…

Atmospheric and Oceanic Physics · Physics 2024-11-11 Charlotte Moser , Nan Chen , Yinling Zhang

The Madden-Julian Oscillation (MJO) and the El Ni\~no-Southern Oscillation (ENSO) are two dominant modes of tropical climate variability, each with profound global weather impacts. While their individual dynamics have been widely studied,…

Atmospheric and Oceanic Physics · Physics 2025-07-22 Yinling Zhang , Nan Chen , Charlotte Moser

The Madden--Julian Oscillation (MJO) is an influential climate phenomenon that plays a vital role in modulating global weather patterns. In spite of the improvement in MJO predictions made by machine learning algorithms, such as neural…

Numerical Analysis · Mathematics 2025-05-23 Haoyuan Chen , Emil Constantinescu , Vishwas Rao , Cristiana Stan

The Madden-Julian oscillation (MJO) is a planetary-scale, intraseasonal tropical rainfall phenomenon crucial for global weather and climate; however, its dynamics and predictability remain poorly understood. Here, we leverage deep learning…

Atmospheric and Oceanic Physics · Physics 2025-10-07 Lin Yao , Da Yang , James P. C. Duncan , Ashesh Chattopadhyay , Pedram Hassanzadeh , Wahid Bhimji , Bin Yu

The Madden-Julian Oscillation (MJO) is an important driver of global weather and climate extremes, but its prediction in operational dynamical models remains challenging, with skillful forecasts typically limited to 3-4 weeks. Here, we…

Machine Learning · Computer Science 2025-10-28 Xiao Zhou , Yuze Sun , Jie Wu , Xiaomeng Huang

Accurately defining the life cycle of the Madden-Julian Oscillation (MJO), the dominant mode of intraseasonal climate variability, remains a foundational challenge due to its propagating nature. The established linear-projection method (RMM…

Atmospheric and Oceanic Physics · Physics 2025-12-30 Xiao Zhou , Yuze Sun , Jie Wu , Xiaomeng Huang

The prediction of the Madden-Julian Oscillation (MJO), a massive tropical weather event with vast global socio-economic impacts, has been infamously difficult with physics-based weather prediction models. Here we construct a machine…

Atmospheric and Oceanic Physics · Physics 2023-01-04 Tamaki Suematsu , Kengo Nakai , Tsuyoshi Yoneda , Daisuke Takasuka , Takuya Jinno , Yoshitaka Saiki , Hiroaki Miura

The last glacial period was punctuated by a series of abrupt climate shifts, the so-called Dansgaard-Oeschger (DO) events. The frequency of DO events varied in time, supposedly because of changes in background climate conditions. Here, the…

Atmospheric and Oceanic Physics · Physics 2016-07-26 Takahito Mitsui , Michel Crucifix

This study examines the evolution of extreme Madden-Julian Oscillation (MJO) events and their impacts on South America during the austral summer. Furthermore, the study explores how the different ENSO phases modulate extreme MJO events, and…

Atmospheric and Oceanic Physics · Physics 2025-07-29 Mónica Minjares , Álvaro Corral , Marcelo Barreiro

A non-autonomous stochastic dynamical model approach is developed to describe the seasonal to interannual variability of the El Ni\~no-Southern Oscillation (ENSO). We determine the model coefficients by systematic statistical estimations…

Atmospheric and Oceanic Physics · Physics 2020-12-21 L. T. Giorgini , W. Moon , N. Chen , J. S. Wettlaufer

A new model is derived and analyzed for tropical-extratropical interactions involving the Madden-Julian oscillation (MJO). The model combines (i) the tropical dynamics of the MJO and equatorial baroclinic waves and (ii) the dynamics of…

Atmospheric and Oceanic Physics · Physics 2015-10-29 Shengqian Chen , Andrew J. Majda , Samuel N. Stechmann

The Madden-Julian Oscillation (MJO) is the dominant mode of tropical atmospheric variability on intraseasonal timescales, and reliable MJO predictions are essential for protecting lives and mitigating impacts on societal assets. However,…

Atmospheric and Oceanic Physics · Physics 2025-08-25 Can Cao , Xiaohui Zhong , Lei Chen , Zhiwei Wua , Hao Li

The Madden-Julian Oscillation (MJO) is a planetary-scale convective system characterized by large-scale envelopes of enhanced and suppressed convection that contain numerous mesoscale convective systems (MCSs). While MCSs are widely…

Computational Physics · Physics 2026-04-24 Haobo Yang , Qiu Yang

A dynamic equation for a large scale convective event in the tropical atmosphere similar to the Madden--Julian Oscillation (MJO) is suggested based on the meridional vorticity equation with buoyancy parametrized by Convective Available…

Atmospheric and Oceanic Physics · Physics 2023-04-17 Richard Blender

Very strong El Ni\~no events occur sporadically every 10-20 years. The origin of this bursting behavior still remains elusive. Using a simplified 3-dimensional dynamical model of the tropical Pacific climate system, which captures the El…

Dynamical Systems · Mathematics 2016-05-04 Andrew Roberts , Esther Widiasih , Axel Timmermann , Christopher K. R. T. Jones , John Guckenheimer

El Ni\~no-Southern Oscillation (ENSO) exhibits diverse characteristics in spatial pattern, peak intensity, and temporal evolution. Here we develop a three-region multiscale stochastic model to show that the observed ENSO complexity can be…

Atmospheric and Oceanic Physics · Physics 2021-04-16 Nan Chen , Xianghui Fang , Jin-Yi Yu

El Ni\~no-Southern Oscillation (ENSO) is the most predominant interannual variability in the tropics, significantly impacting global weather and climate. In this paper, a framework of low-order conceptual models for the ENSO is…

Geophysics · Physics 2023-08-09 Nan Chen , Yinling Zhang

The Madden-Julian oscillation (MJO), a gigantic tropical weather system, is marked by eastward travel of cumulus cloud clusters over the Indo-Pacific region and often causes severe weather and climate events worldwide. The physics and…

Atmospheric and Oceanic Physics · Physics 2025-07-01 Daisuke Takasuka , Tamaki Suematsu , Hiroaki Miura , Masuo Nakano

Recent observations have indicated significant modulation of the Madden Julian Oscillation (MJO) by the phase of the stratospheric Quasi-Biennial Oscillation (QBO) during boreal winter. Composites of the MJO show that upper tropospheric ice…

Atmospheric and Oceanic Physics · Physics 2023-02-01 Jonathan Lin , Kerry Emanuel

El Ni\~no-Southern Oscillation (ENSO) is the most prominent interannual climate variability in the tropics and exhibits diverse features in spatiotemporal patterns. In this paper, a simple multiscale intermediate coupled stochastic model is…

Atmospheric and Oceanic Physics · Physics 2022-06-15 Nan Chen , Xianghui Fang
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