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A novel spatiotemporal urban land change simulation model: Coupling transformer encoder, convolutional neural network, and cellular automata

Research article (Journal of Geographical Sciences, 2024) · cited 13× · AI/ML
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A novel spatiotemporal urban land change simulation model: Coupling transformer encoder, convolutional neural network, and cellular automata

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A novel spatiotemporal urban land change simulation model: Coupling transformer encoder, convolutional neural network, and cellular automata is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). A novel spatiotemporal urban land change simulation model: Coupling transformer encoder, convolutional neural network, and cellular automata. Retrieved May 24, 2026, from https://4ort.xyz/entity/a-novel-spatiotemporal-urban-land-change-simulation-model-coupling-transformer-encoder-convolutional-neural-network-and-
MLA “A novel spatiotemporal urban land change simulation model: Coupling transformer encoder, convolutional neural network, and cellular automata.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/a-novel-spatiotemporal-urban-land-change-simulation-model-coupling-transformer-encoder-convolutional-neural-network-and-.
BibTeX @misc{4ortxyz_a-novel-spatiotemporal-urban-land-change-simulation-model-coupling-transformer-encoder-convolutional-neural-network-and-_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{A novel spatiotemporal urban land change simulation model: Coupling transformer encoder, convolutional neural network, and cellular automata}}, year = {2026}, url = {https://4ort.xyz/entity/a-novel-spatiotemporal-urban-land-change-simulation-model-coupling-transformer-encoder-convolutional-neural-network-and-}, note = {Accessed: 2026-05-24}}
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