Data-driven based behavior intervention decision-making to ease energy poverty

Project Information

DEEP

Grant agreement ID: 101109045

DOI

10.3030/101109045

Project closed

EC signature date 14 July 2023

Start date 1 December 2023

End date 30 June 2026

Funded under

• Marie Skłodowska-Curie Actions (MSCA)

Total cost

No data

EU contribution

€ 130 385,52

Coordinated by

KARLSRUHER INSTITUT FUER TECHNOLOGIE
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Data Management Plan (1)

Data Management Plan

The Data Management Plan describes the data management life cycle for all data sets that will be collected, processed or generated by the action. It is a document describing what data will be collected, processed or generated and following what methodology and standards, whether and how this data will be shared and/or made open, and how it will be curated and preserved

Publications

Peer reviewed articles (18)

Meta-learning enhanced adaptive robot control strategy for automated PCB assembly

Author(s): Jieyang Peng, Dongkun Wang, Junkai Zhao, Yunfei Teng, Andreas Kimmig, Xiaoming Tao, Jivka Ovtcharova
Published in: Journal of Manufacturing Systems, Issue 78, 2025, ISSN 0278-6125
Publisher: Elsevier BV
DOI: 10.1016/J.JMSY.2024.11.009

Intention recognition-based human–machine interaction for mixed flow assembly

Author(s): Jieyang Peng, Andreas Kimmig, Dongkun Wang, Zhibin Niu, Xiaoming Tao, Jivka Ovtcharova
Published in: Journal of Manufacturing Systems, Issue 72, 2024, ISSN 0278-6125
Publisher: Elsevier BV
DOI: 10.1016/J.JMSY.2023.11.021

Data component: An innovative framework for information value metrics in the digital economy

Author(s): Tao Xiaoming, Wang Yu, Peng Jieyang, Zhao Yuelin, Wang Yue, Wang Youzheng, Hu Chengsheng, Lu Zhipeng
Published in: China Communications, Issue 21, 2024, ISSN 1673-5447
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.23919/JCC.FA.2023-0781.202405

Desiccation patterns of colloidal drops: mechanisms and applications

Author(s): Haoliang Li, Liqui Yang, Jieyang Peng
Published in: Colloid and Polymer Science, Issue 304, 2026, ISSN 0303-402X
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/S00396-025-05522-4

Product quality recognition and its industrial application based on lightweight machine learning

Author(s): Jieyang Peng, Dongkun Wang, Simon Kreuzwieser, Andreas Kimmig, Xiaoming Tao, Liting Wang, Jivka Ovtcharova
Published in: Engineering Optimization, Issue 56, 2024, ISSN 0305-215X
Publisher: Informa UK Limited
DOI: 10.1080/0305215X.2024.2305242

A novel contrastive learning framework for multi-parameter optimization in 3D printing

Author(s): Jieyang Peng, Simon Kreuzwieser, Dongkun Wang, Andreas Kimmig, Zhi Fan, Jianing Li, Jivka Ovtcharova
Published in: Engineering Applications of Artificial Intelligence, Issue 161, 2026, ISSN 0952-1976
Publisher: Elsevier BV
DOI: 10.1016/J.ENGAPPAI.2025.112209

Energy consumption forecasting based on spatio-temporal behavioral analysis for demand-side management

Author(s): Jieyang Peng, Andreas Kimmig, Dongkun Wang, Zhibin Niu, Xiufeng Liu, Xiaoming Tao, Jivka Ovtcharova
Published in: Applied Energy, Issue 374, 2024, ISSN 0306-2619
Publisher: Elsevier BV
DOI: 10.1016/J.APENERGY.2024.124027

Demand-side energy management reimagined: A comprehensive literature analysis leveraging large language models

Author(s): Fanyue Meng, Zhaoyuan Lu, Xiang Li, Wei Han, Jieyang Peng, Xiufeng Liu, Zhibin Niu
Published in: Energy, Issue 291, 2024, ISSN 0360-5442
Publisher: Elsevier BV
DOI: 10.1016/J.ENERGY.2024.130303

Insights into knowledge evolution based on semantic representation and dynamic visual analytics

Author(s): Jieyang Peng, Jianing Li, Zhibin Niu, Youzheng Wang, Xiaoming Tao, Jivka Ovtcharova, Jianhua Lu
Published in: The Innovation, Issue 7, 2026, ISSN 2666-6758
Publisher: Elsevier BV
DOI: 10.1016/J.XINN.2025.101179EXTERNALLINK

A transformer based framework for hierarchical enterprise data classification with empirical validation

Author(s): Chengsheng Hu, Jieyang Peng, Jianing Li, Andreas Kimmig, Ning Ge, Peiyuan Jia, Jivka Ovtcharova
Published in: Expert Systems with Applications, Issue 327, 2026, ISSN 0957-4174
Publisher: Elsevier BV
DOI: 10.1016/J.ESWA.2026.132729

Boosting urban prediction tasks with domain-sharing knowledge via meta-learning

Author(s): Dongkun Wang, Jieyang Peng, Xiaoming Tao, Yiping Duan
Published in: Information Fusion, Issue 107, 2025, ISSN 1566-2535
Publisher: Elsevier BV
DOI: 10.1016/J.INFFUS.2024.102324

High-precision energy consumption forecasting for large office building using a signal decomposition-based deep learning approach

Author(s): Chao-fan Wang, Kui-xing Liu, Jieyang Peng, Xiang Li, Xiu-feng Liu, Jia-wan Zhang, Zhi-bin Niu
Published in: Energy, Issue 314, 2026, ISSN 0360-5442
Publisher: Elsevier BV
DOI: 10.1016/J.ENERGY.2024.133964

3D modeling from a single image via a novel dual-decoder framework for Agile design

Author(s): Jieyang Peng, Andreas Kimmig, Simon Kreuzwieser, Zhibin Niu, Xiaoming Tao, Jivka Ovtcharova
Published in: Computers in Industry, Issue 169, 2025, ISSN 0166-3615
Publisher: Elsevier BV
DOI: 10.1016/J.COMPIND.2025.104303

From Heterogeneity to Homogeneity: Protein Deposition and Salt Crystallization in Drying Colloidal Drops

Author(s): Haoliang Li, Liqiu Yang, Jieyang Peng
Published in: Langmuir, Issue 42, 2026, ISSN 0743-7463
Publisher: American Chemical Society (ACS)
DOI: 10.1021/ACS.LANGMUIR.5C04890

Interpretable spatiotemporal urban energy forecasting

Author(s): Siyuan Jia, Xiufeng Liu, Letian Zhao, Chaofan Wang, Jieyang Peng, Xiang Li, Zhibin Niu
Published in: Energy, Issue 334, 2025, ISSN 0360-5442
Publisher: Elsevier BV
DOI: 10.1016/J.ENERGY.2025.137503

Carbon footprint tracing and pattern recognition framework based on visual analytics

Author(s): Jieyang Peng, Andreas Kimmig, Dongkun Wang, Zhibin Niu, Xiufeng Liu, Xiaoming Tao, Jivka Ovtcharova
Published in: Sustainable Production and Consumption, Issue 50, 2024, ISSN 2352-5509
Publisher: Elsevier BV
DOI: 10.1016/J.SPC.2024.07.019

Data elements from raw data: A KAN-T-GCN model for traffic speed prediction

Author(s): Zhao Yuelin, Peng Jieyang, Tao Xiaoming
Published in: China Communications, Issue 22, 2025, ISSN 1673-5447
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.23919/JCC.FA.2024-0381.202511

Large language model-enhanced multimodal fusion for building energy consumption forecasting

Author(s): Zi-ang Chen, Chao-fan Wang, Jie-yang Peng, Xiu-feng Liu, Zhi-bin Niu
Published in: Engineering Applications of Artificial Intelligence, Issue 182, 2026, ISSN 0952-1976
Publisher: Elsevier BV
DOI: 10.1016/J.ENGAPPAI.2026.115920