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11th BuildSys 2024: Hangzhou, China
- Proceedings of the 11th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2024, Hangzhou, China, November 7-8, 2024. ACM 2024
Full Papers
- Hsin-Yu Liu, Bharathan Balaji, Rajesh K. Gupta, Dezhi Hong:
Adaptive Policy Regularization for Offline-to-Online Reinforcement Learning in HVAC Control. - Barney H. Miao, Yiwen Dong, Andreas Theissler, Andrew C. Lesh, David J. Loftus, Michael D. Lepech:
BioSys: Efficient Quality Control System for Manufacturing of Sustainable Biopolymer Composites. - Tushar Routh, Nurani Saoda, Fateme Nikseresht, Md Fazlay Rabbi Masum Billah, Jiechao Gao, Viswajith Govinda Rajan, Bradford Campbell:
ScreenSense: Screen Activity Detection in Real-World Environments with Indoor Light Sensors. - Shangjie Du, Zhizhang Hu, Shijia Pan:
GraPhy: Graph-Based Physics-Guided Urban Air Quality Modeling for Monitoring-Constrained Regions. - Jesse R. Codling, Jeffrey D. Shulkin, Yen-Cheng Chang, Jiale Zhang, Hugo Latapie, Hae Young Noh, Pei Zhang, Yiwen Dong:
FloHR: Ubiquitous Heart Rate Measurement using Indirect Floor Vibration Sensing. - Xiaoguang Guo, Keyang Yu, Qi Li, Dong Chen:
VoiceAttack: Fingerprinting Voice Command on VPN-protected Smart Home Speakers. - Hao Xuan Zhang, Yilin Yang, Zhengbo Zou:
ICON drone: Autonomous indoor exploration using Unmanned Aerial Vehicle for semantic 3D reconstruction. - Tunmise Raji, Courage Ekoh, Nathaniel J. Williams, Jay Taneja:
Paved with Good Reflections: Road Quality Mapping with Multispectral Satellite Imagery. - Sukanya Jewsakul, Edith C. H. Ngai:
FioRa: Energy Neutrality-aware Multicast Firmware Distributions in Energy-harvesting LoRa Networks. - Rahul Mishra, Hari Prabhat Gupta:
i-Care: A Multi-Modal Data Integration Approach for Real-time Surveillance and Voice Assistance to Improve Infant Care. - Tomoya Sawada, Takaomi Hasegawa, Keiichi Yokoyama, Masahiro Mizuno:
Office-in-the-Loop for Building HVAC Control with Multimodal Foundation Models. - Grace Colverd, Ronita Bardhan, Jonathan Cullen:
Benchmarking Domestic Energy Consumption using High-Resolution Neighbourhood Energy Data and City Clustering in the UK. - Tian Liu, Liuyi Jin, Radu Stoleru, Amran Haroon, Charles Swanson, Kexin Feng:
ERIC: Estimating Rainfall with Commodity Doorbell Camera for Precision Residential Irrigation. - Yang Deng, Rui Liang, Yaohui Liu, Jiaqi Fan, Dan Wang:
AugPlug: An Automated Data Augmentation Model to Enhance Online Building Load Forecasting.
Notes Papers
- Saksham Dutta, Akshit Singhal, Appala Srisurya Pardhasaradhi Tupurani, Listin Abey Mathew, Amreen Parveen, Venu A. Madhav, Dishant Arora, K. Selvakumar, Deva P. Seetharam:
Key Lessons From Improving the Energy Efficiency of Hospitals Using Reinforcement Learning: Insights From 39 Deployments in India. - Jonas Schiller, Marco Pruckner:
Evaluating Water-Energy Nexus related Water Saving Potentials of Residential Households with Solar PV and Electric Storage. - Diptyaroop Maji, Vani Gupta, Prashant J. Shenoy, Ramesh K. Sitaraman:
HeliosFair: Fair Sharing of Solar Energy Costs in Communities. - Ozan Baris Mulayim, Pengrui Quan, Liying Han, Xiaomin Ouyang, Dezhi Hong, Mario Bergés, Mani Srivastava:
Are Time Series Foundation Models Ready to Revolutionize Predictive Building Analytics? - James Onyejizu, Sandipan Mishra, Koushik Kar:
Modeling the Impact of Passive Ventilation Systems on Multi-Zone Thermal Dynamics. - Hiroaki Murakami, Keiichiro Taniguchi, Yosuke Kamiya, Katsuya Koike, Yoshihisa Toshima, Yasunori Akashi, Yoshihiro Kawahara:
Exploring the Capabilities of Large Language Models in Seat Recommendation Systems for Hot-Desking Offices. - Anshu Kumar, Prasant Misra, Vishnu P. Menon, Yogesh Bichpuriya, Venkatesh Sarangan:
Energy for Infrastructure and Infrastructure for Energy: A Joint Optimization Approach for Enterprise Operations. - Samuel Chen, Emerson K. Collins, Vincent M. Cheng, Kelby B. Kramer, Gerald J. Wang:
Pico-Scale Science for Pedestrian-Scale Solutions (PSS4PSS): A Computational Toolbox Leveraging Molecular Simulation for Pedestrian Dynamics. - Fuyang Jiang, Hussain Kazmi:
Causal data-driven modelling of overheating risk in high efficiency residential buildings. - Julia Köhlke, Adam Lechowicz, Oluwole Fabikun, Noman Bashir, Abel Souza, Prashant J. Shenoy, Sebastian Lehnhoff:
Examining The Adoption of Electromobility Concepts Across Social Contexts For Energy Transition. - Xiaochen Fan, Rui Chen, Yuming Lin:
Quantifying the Similarity of Urban Forms through the Building Morphology Complexity Index. - Yufei Zhang, Matteo Favero, Patrick Chwalek, Sailin Zhong, Denis Lalanne, Joseph A. Paradiso, Clayton Miller, Andrew Sonta:
Mind the Hazard: Modeling and Interpreting Comfort with Personalized Sensing. - Anand Krishnan Prakash, Flavia de Andrade Pereira, Mario Bergés, Marco Pritoni, Burcu Akinci:
Ontologies at Work: Analyzing Information Requirements for Model Predictive Control in Buildings.
POSTER SESSION: Posters and Demos
- Zefeng Huang, Zhonghua Gou:
Recognizing Occupant Behavior Patterns in Office Buildings Based on Multi-source Environmental Data and the Construction of a Digital Twin Platform. - Matias Quintana, Youlong Gu, Filip Biljecki:
My street is better than your street: Towards data-driven urban planning with visual perception. - Shuhei Mitsunaga, Dafang Zhao, Hiroki Nishikawa, Ittetsu Taniguchi, Takao Onoye:
Model Predictive Control based Scheduling for an Electric Heat Pump Water Heating System via Photovoltaics. - Ren Sasaki, Kenshiro Kato, Dafang Zhao, Hiroki Nishikawa, Ittetsu Taniguchi, Takao Onoye:
Indoor Temperature Prediction for HVAC Energy Management using Smart Remote Controller. - Harrison Malfait, Dafang Zhao, Hiroki Nishikawa, Ittetsu Taniguchi, Toshihiro Suzuki, Takao Onoye:
Comfort-Aware HVAC Aggregation for Enhancing Demand-Side Flexibility: Insights from an On-Site Experiment. - Jan Schlichter, Leonard Zurek, David Niederprüm, Lars C. Wolf:
Towards Distributed Continuous RF Monitoring in Factories. - Yang Deng, Yaohui Liu, Rui Liang, Donghua Xie, Dafang Zhao, Ittetsu Taniguchi, Samson Tai, Dan Wang:
Towards Machine Learning-based Model Predictive Control for HVAC Control in Multi-Context Buildings at Scale via Ensemble Learning. - Iqbal Shah, Ali Ghahramani:
Scalable Automation of Building Control Loops via Geospatial Semantic-enriched Digital Twins. - Junaid Islam, Nilotpal Chakraborty:
Multi-Objective Eco-Routing Solution and Analysis for Electric Vehicles Towards a Sustainable Transportation System. - Harish Kumar Saravanan, Shivam Dwivedi, Pandarasamy Arjunan:
Analyzing the Performance of Time Series Foundation Models for Short-term Load Forecasting. - Akshat Lohia, Aadesh Pochhi, Nilotpal Chakraborty:
Sustainable Urban Mobility: Cost-Effective Electric Vehicle Charging Infrastructure with User-Centric Design. - Aadesh Pochhi, Akshat Lohia, Nilotpal Chakraborty:
Strategic Placement and Capacity Optimization of EV Charging Infrastructure on Highways. - Zijie Chen, Christiane M. Herr:
Using DPO to align the building environment with personal preferences: A perspective from LLMs fine-tuning. - Muhammad Hafeez Saeed, Hussain Syed Kazmi, Geert Deconinck:
Physics informed Deep-o-Nets as universal approximator for modelling district-level building heating systems. - Yang Deng, Donghua Xie, Rui Liang, Jingyun Zeng, Samson Tai, Dan Wang:
BuildProg: Program Generation for Testing ML-based Building Load Forecasting models via LLM and Prompt Engineering. - Xiaoyang Zhang, Yucheng Bao, Taiqi Zhou, Dan Wang:
CarbonReveal: Embodied Carbon Accounting with Retrieval-Augmented LLM for Computer Systems.
PhD Forums
- Enming Liang:
Solving Chance-Constrained AC-OPF Problems by Neural Network with Probabilistic Homeomorphic Projection. - Xu Yang:
Block-DDT: A Blockchain-Empowered IoT Device Data Trading Scheme in Cloud Computing. - Tunmise Raji:
A Remote Sensing-Based Evaluation of Road and Electricity Infrastructure Expansion Effects on Development in Sub-Saharan Africa. - Junyan Su:
Minimizing Carbon Footprint for Timely E-Truck Transportation. - Tushar Routh:
Robust and Data Efficient Classification for IoT based sensing. - Yang Deng:
Improving Cyber-Physical Building Energy System via Large-Scale Machine Learning Evaluation.
WORKSHOP SESSION: The 2nd International Workshop on Cyber-Physical-Social Infrastructure Systems (CPSIS'24)
- Tyler James Nanoff, Hugo Gonzalez Villasanti:
Modeling Social Dynamics in Cyber-Physical-Social Classroom Systems. - Cheyu Lin, Maral Doctorarastoo, Katherine A. Flanigan:
Your Actions Talk: Automated Sociometric Analysis Using Kinesics in Human Activities. - Maral Doctorarastoo, Cheyu Lin, Katherine A. Flanigan, Mario Bergés:
A Bayesian Network Approach for Predicting Social Interactions in Shared Spatial Environments.
WORKSHOP SESSION: The 7th International Workshop on Data Acquisition & Analysis in the Era of AI (DATA'24)
- Yujie Zhuang, Yang Zhao, Jie Liu:
Data-driven Soil Moisture Sensing with mmWave Radar. - Flavia de Andrade Pereira, Kyriakos Katsigarakis, Nikos Kostis, Dimitrios Rovas:
A hybrid actor- and microservices-based platform for scalable smart building application deployment. - Praveen Kottari, Pandarasamy Arjunan:
BD3: Building Defects Detection Dataset for Benchmarking Computer Vision Techniques for Automated Defect Identification. - Carmen Cheh, Aaron Han Yen Tay, Zhen Wei Ng, Binbin Chen, Xin Lou, Zaki Masood, David K. Y. Yau:
Water Supply System Dataset: Non-Invasive Sensor Data for Smart Water Pumps. - Hervé Pruvost, Andreas Wilde:
Semantic Provisioning of IoT Devices for Autonomous Fault Detection Services. - Ozan Baris Mulayim, Lazlo Paul, Marco Pritoni, Anand Krishnan Prakash, Malavikha Sudarshan, Gabe Fierro:
Large Language Models for the Creation and Use of Semantic Ontologies in Buildings: Requirements and Challenges. - Justus Breyer, Maximilian Petri, Muhammad Hamad Alizai, Klaus Wehrle:
A Critical Review of Household Water Datasets. - Mazen Bouchur, Andreas Reinhardt:
NILMInspector: An Interactive Tool for Data Visualization and Manipulation in Load Disaggregation.
WORKSHOP SESSION: The 4th International Workshop on Big Data and Machine Learning for Smart Buildings and Cities (BALANCES'24)
- Chun Wai Chiu, Christos Efstratiou, Marialena Nikolopoulou, Matthew Barker, Andrew Baldwin, Malcolm Clarke:
A Machine Learning Framework for Optimising Indoor Thermal Comfort and Air Quality through Sensor Data Streams. - Justus Breyer, Sparsh Jauhari, René Glebke, Muhammad Hamad Alizai, Markus Stroot, Klaus Wehrle:
Investigating Domain Bias in NILM. - Ka Tai Lau, Fang He, Dan Wang:
Towards Photovoltaic System Operation by Data-driven Models: System Deployment and New Insights. - Seyed Soroush Karimi Madahi, Toon Van Puyvelde, Gargya Gokhale, Bert Claessens, Chris Develder:
Multi-source Transfer Learning in Reinforcement Learning-based Home Battery Controller. - Harish Kumar Saravanan, Shivam Dwivedi, P. Praveen, Pandarasamy Arjunan:
Analyzing the Performance of Time Series Foundation Models for Short-term Load Forecasting. - Zhang Yufei, Deng Yang, Liang Rui, Liu Yaohui, Wang Dan, Sonta Andrew:
A Data-driven Framework for Occupant-centric Demand Flexibility Potential Evaluation at Scale.
WORKSHOP SESSION: The 3rd International Workshop on Advancements in Building Performance Simulation and Benchmarking Systems (BenchSys'24)
- Vincent W. L. Chiu, Ray W. H. Lam, Safiya W. K. Yu, Charlie C. H. Lo, Gary Y. H. Tiu, Jenny T. Y. Ip, Samson C. K. Fung:
Scalable application of streaming analytics for chiller plant optimisation. - Jeslu Celine Jacob, Debapratim Pandit, Joy Sen:
A Machine Learning Approach to Benchmark Thermal Comfort. - Volkan Dedeoglu, Qianggong Zhang, Yang Li, Jiajun Liu, Subbu Sethuvenkatraman:
BuildingSage: A safe and secure AI copilot for smart buildings. - Nilabhra Mondal, Chirag Deb, Prashant Anand, Ardeshir Mahdavi:
Urban cooling demand benchmarking based on built-urbanization. - Jianwei Li, Hongxin Tian, Shengyu Liu, Xueqing Sun, Ronghui Zhou, Yuzhen Zhang, Bezoun Deborah Dembele, Xiong Shen:
Numerical study on thermal and humid environment in underground powerhouse of pumped storage power station by airflow network modeling. - Arunim Anand, Anmol Gaur, Gurubalan Annadurai, Eswar Rajasekaran, Chirag Deb:
Comparative Analysis of Climate Data Sources for UBEM and their Implications for Energy Demand in Mumbai. - Zhichen Ye, Fengji Luo:
Probabilistic Distribution Identification for Power Load in Australian "Smart Grid, Smart City" Dataset.
WORKSHOP SESSION: The 4th International Workshop on Big Data and Machine Learning for Smart Buildings and Cities (BALANCES'24)
- Judah Goldfeder, John Sipple:
Reducing Carbon Emissions at Scale: Interpretable and Efficient to Implement Reinforcement Learning via Policy Extraction.
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