Search Results for author: Zhipeng Ma

Found 5 papers, 0 papers with code

A Data-Driven Two-Phase Multi-Split Causal Ensemble Model for Time Series

no code implementations4 Mar 2024 Zhipeng Ma, Marco Kemmerling, Daniel Buschmann, Chrismarie Enslin, Daniel Lütticke, Robert H. Schmitt

To achieve a more robust causal inference result, this publication proposes a novel data-driven two-phase multi-split causal ensemble model to combine the strengths of different causality base algorithms.

Causal Inference Time Series

A Scoping Review of Energy-Efficient Driving Behaviors and Applied State-of-the-Art AI Methods

no code implementations4 Mar 2024 Zhipeng Ma, Bo Nørregaard Jørgensen, Zheng Ma

However, there is no comprehensive investigation into energy-efficient driving behaviors and strategies.

More Than Routing: Joint GPS and Route Modeling for Refine Trajectory Representation Learning

no code implementations25 Feb 2024 Zhipeng Ma, Zheyan Tu, Xinhai Chen, Yan Zhang, Deguo Xia, Guyue Zhou, Yilun Chen, Yu Zheng, Jiangtao Gong

The experimental results demonstrate that JGRM outperforms existing methods in both road segment representation and trajectory representation tasks.

Representation Learning

Eco-driving Intelligent Systems and Algorithms: A Patent Review

no code implementations15 Jan 2024 Zhipeng Ma, Bo Nørregaard Jørgensen, Zheng Grace Ma

To address this research gap, this paper provides a patent overview of eco-driving intelligent systems and algorithms.

energy management Management

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