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Climate Signal Analysis

Innovative approaches to climate data through adversarial denoising and multimodal learning techniques.

Climate Denoising

Innovative methods for climate signal preservation and noise reduction.

A distorted portrait of a person's face with a wave-like effect applied, causing blurring and blending of features. The image uses light and shadow to create an abstract, ethereal appearance.
A distorted portrait of a person's face with a wave-like effect applied, causing blurring and blending of features. The image uses light and shadow to create an abstract, ethereal appearance.
CycleGAN Project

Developing generator and discriminator for climate signals.

A collage of torn and layered posters on a wall, featuring fragmented images of people, texts, and logos. The layers reveal parts of faces, some wearing sunglasses, and various printed advertisements. The overlapping textures create a chaotic yet intriguing composition.
A collage of torn and layered posters on a wall, featuring fragmented images of people, texts, and logos. The layers reveal parts of faces, some wearing sunglasses, and various printed advertisements. The overlapping textures create a chaotic yet intriguing composition.
Multi-Modal

Training climate encoder to map instrumental data effectively.

A blurred, abstract representation of a human face with overlapping features and soft lighting, creating a dreamlike and ethereal effect.
A blurred, abstract representation of a human face with overlapping features and soft lighting, creating a dreamlike and ethereal effect.
A blurred and distorted image of a person with an expressive facial pose, possibly indicating tension or struggle. The figure's arms are positioned actively, creating a sense of movement and intensity.
A blurred and distorted image of a person with an expressive facial pose, possibly indicating tension or struggle. The figure's arms are positioned actively, creating a sense of movement and intensity.
Reconstruction

Validating reconstructions against historical Asian monsoon data.

Uncertainty Analysis

Quantifying uncertainty through bootstrap methods for climate models.

Denoising

Innovative methods for climate data reconstruction.

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