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We discuss a simple three layer model of the tropical atmosphere. The rainfall variance of the model is dominated by a rainfall mode moving parallel to the equator having the approximate size and propagation speed of the Madden-Julian…

Atmospheric and Oceanic Physics · Physics 2025-12-23 Ian Folkins

Generative Deep Learning is a powerful tool for modeling of the Madden-Julian oscillation (MJO) in the tropics, yet its relationship to traditional theoretical frameworks remains poorly understood. Here we propose a video diffusion model,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-24 Sulian Thual , Feiyang Cai , Jingjing Wang , Feng Luo

The intraseasonal Madden-Julian oscillation (MJO) involves a slow eastward-propagating signal in the tropical atmosphere which significantly influences climate yet is not well understood despite significant theoretical and observational…

Atmospheric and Oceanic Physics · Physics 2010-02-12 Aviv Solodoch , William Boos , Zhiming Kuang , Eli Tziperman

Humid heat stress and heatwaves pose significant risks for living organisms, from humans and wildlife to insects. These threats have wide-ranging health, ecological, and socio-economic impacts that are expected to worsen with climate…

Atmospheric and Oceanic Physics · Physics 2026-04-06 Claire Rocuet , Takeshi Izumo , Bastien Pagli , Neil J Holbrook , Sophie Cravatte , Marania Hopuare , Maxime Colin

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

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

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

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

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) has been studied using its daily RMM1, RMM2 and VPM1, VPM2 principal components' indices. A spectral analysis of the raw indices indicates presence of a noise presumably contributed by the random…

Atmospheric and Oceanic Physics · Physics 2018-05-18 A. Bershadskii

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 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

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

This study presents the first systematic comparison of the (thermo-)dynamics associated with all major tropical wave types causing rainfall modulation over northern tropical Africa: Madden Julian Oscillation (MJO), Equatorial Rossby waves…

Atmospheric and Oceanic Physics · Physics 2019-05-23 Andreas Schlueter , Andreas H. Fink , Peter Knippertz

We describe and illustrate a mechanism whereby convective aggregation and eastward propagating equatorial disturbances, similar in some respects to the Madden--Julian oscillation, arise. We construct a simple, explicit system consisting…

Atmospheric and Oceanic Physics · Physics 2020-08-26 Geoffrey K Vallis , James Penn

The Madden-Julian oscillation (MJO) is a tropical weather system having important influence in the tropics and beyond; however, many of its characteristics are poorly understood, including their initiation and completion. Here we define…

Atmospheric and Oceanic Physics · Physics 2023-04-26 Álvaro Corral , Mónica Minjares , Marcelo Barreiro

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

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

Low-latitude rainfall variability on the daily to intraseasonal timescale is often related to tropical waves, including convectively coupled equatorial waves, the Madden-Julian Oscillation (MJO), and tropical disturbances. Despite the…

Atmospheric and Oceanic Physics · Physics 2019-02-20 Andreas Schlueter , Andreas H. Fink , Peter Knippertz , Peter Vogel

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
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