EV charging demand prediction | Yuanjie (Tukey) Tu | Observable

Yuanjie (Tukey) Tu

@yuanjt2

PhD @UW | Data Visualization

EV charging demand prediction

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EV charging demand monthly change, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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Electric vehicle charging station demand change, daily basis, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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EV charging station locations

Yuanjie (Tukey) Tu

Apr 10, 2024

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EV charging demand: average yearly pattern per station, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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D3 map + Leaflet + Slider

Yuanjie (Tukey) Tu

Apr 10, 2024

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EV charging demand: average weekly pattern per station, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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Random weekly basis, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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Variable correlation over time

Yuanjie (Tukey) Tu

Apr 10, 2024

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EV charging demand: average monthly pattern per station, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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EV charging demand: average daily pattern per station, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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Electric vehicle (EV) charging demand change, 2011~2020

Yuanjie (Tukey) Tu

May 14, 2024

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Panel: Real data vs prediction: correlation

Yuanjie (Tukey) Tu

May 14, 2024

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EV charging demand (2010~2020): aggregated patterns

Yuanjie (Tukey) Tu

Apr 10, 2024

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EV charging demand change, daily, pannable, 2011~2020

Yuanjie (Tukey) Tu

Apr 10, 2024

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Analysis: Electric vehicle (EV) charging demand in Palo Alto, California, 2011~2020

Yuanjie (Tukey) Tu

Apr 11, 2024

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Levaraging deep learning for electric vehicle (EV) charging demand prediction (1)

Yuanjie (Tukey) Tu

Jul 1, 2024

1

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Real vs prediction

Yuanjie (Tukey) Tu

May 12, 2024

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Yuanjie (Tukey) Tu

May 12, 2024

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Evaluation metrics distribution

Yuanjie (Tukey) Tu

May 13, 2024

1

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Panel: real vs prediction

Yuanjie (Tukey) Tu

May 14, 2024

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Panel: loss functions

Yuanjie (Tukey) Tu

May 13, 2024

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Levaraging deep learning for electric vehicle (EV) charging demand prediction (2)

Yuanjie (Tukey) Tu

Jun 14, 2024