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ORCID10th BuildSys@SenSys 2023: Istanbul, Turkey
- Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2023, Istanbul, Turkey, November 15-16, 2023. ACM 2023
BuildSys'23 Main Conference: Full Papers
- Manuel Weber
, Farzan Banihashemi, Peter Mandl, Hans-Arno Jacobsen, Ruben Mayer:
Overcoming Data Scarcity through Transfer Learning in CO2-Based Building Occupancy Detection. 1-10 - Santiago Correa, Gustavo Pérez, Paulina Jaramillo, Jay Taneja:
Taking the Long View: Enhancing Learning On Multi-Temporal, High-Resolution, and Disparate Remote Sensing Data. 11-20 - Ozan Baris Mulayim, Mario Bergés:
Unmasking the Thermal Behavior of Single-Zone Multi-Room Houses: An Empirical Study. 21-30 - Jihoon Yun, Chengzhang Li, Anish Arora:
PAMLR: A Passive-Active Multi-Arm Bandit-Based Solution for LoRa Channel Allocation. 31-40 - Arian Prabowo, Kaixuan Chen, Hao Xue, Subbu Sethuvenkatraman, Flora D. Salim:
Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning. 41-50 - Yang Deng, Rui Liang, Dan Wang, Ao Li, Fu Xiao:
Decomposition-based Data Augmentation for Time-series Building Load Data. 51-60 - Vahid Aryai, Nariman Mahdavi, Samuel R. West, Gregor Henze:
An automated data-driven platform for buildings simulation. 61-68 - Min Young Hwang, Burcu Akinci, Mario Berges:
FSBrick: An information model for representing fault-symptom relationships in HVAC systems. 69-78 - Doseok Jang, Lucas Spangher, Tarang Srivastava, Larry Yan, Costas J. Spanos:
Personalized Federated Hypernetworks for Multi-Task Reinforcement Learning in Microgrid Energy Demand Response. 79-88 - Ananya Mondal, Martin Kaushal, Suchetana Chakraborty:
Sense as you go: A context-aware adaptive sensing framework for on-road driver profiling. 89-98 - Stephen Xia, Peter Wei, Yanchen Liu, Andrew Sonta, Xiaofan Jiang:
RECA: A Multi-Task Deep Reinforcement Learning-Based Recommender System for Co-Optimizing Energy, Comfort and Air Quality in Commercial Buildings. 99-109 - Mingzhe Wu, Fan Yao, Hongning Wang:
An End-to-End Solution for Spatial Inference in Smart Buildings. 110-119 - Ganesh Ramanathan, Simon Mayer:
Reasoning about Physical Processes in Buildings through Component Stereotypes. 120-129 - Weijia Cai, Lei Huang, Zhengbo Zou:
RoboAuditor: Goal-Oriented Robotic System for Assessing Energy-intensive Indoor Appliance via Visual Language Models. 130-139 - Fateme Nikseresht, Bradford Campbell:
FTM-Sense: Robust Sensor-free Occupancy Sensing Leveraging WiFi Fine Time Measurement. 140-148 - Zhiyu An, Xianzhong Ding, Arya Rathee, Wan Du:
CLUE: Safe Model-Based RL HVAC Control Using Epistemic Uncertainty Estimation. 149-158 - Dimitris Mavrokapnidis, Gabe Fierro, Maria Husmann, Ivan Korolija, Dimitrios Rovas:
SeeQ: A Programming Model for Portable Data-Driven Building Applications. 159-168 - Eren Gökberk Halaçli, Ilkim Canli, Orçun Koral Iseri, Feyza Yavuz, Çagla Meral Akgül, Sinan Kalkan, Ipek Gürsel Dino:
A Novel Graph Neural Network for Zone-Level Urban-Scale Building Energy Use Estimation. 169-176 - Yiwen Dong, Yuyan Wu, Jesse R. Codling, Jatin Aggarwal, Peide Huang, Wenhao Ding, Hugo Latapie, Pei Zhang, Hae Young Noh:
GameVibes: Vibration-based Crowd Monitoring for Sports Games through Audience-Game-Facility Association Modeling. 177-188 - Andrew Chio, Jian Peng, Nalini Venkatasubramanian:
STEP: Semantics-Aware Sensor Placement for Monitoring Community-Scale Infrastructure. 189-197 - Hamid Rajabi, Xianzhong Ding, Wan Du, Alberto Cerpa:
TODOS: Thermal sensOr Data-driven Occupancy Estimation System for Smart Buildings. 198-207
BuildSys'23 Main Conference: Notes Papers
- Minghao Li, Ruihang Wang, Xin Zhou, Zhaomeng Zhu, Yonggang Wen, Rui Tan:
ChatTwin: Toward Automated Digital Twin Generation for Data Center via Large Language Models. 208-211 - Fang He, Dan Wang, Yaojie Sun:
Ontology Integration for Building Systems and Energy Storage Systems. 212-215 - Keshav Kaushik, Vinayak Naik:
An Energy Consumption Dataset for Ductless-split Cooling Systems to Train Large Models. 216-219 - Kevin Mayer, Gregor Heilborn, Martin Fischer:
Classifying building energy efficiency from street view and aerial images in Denmark. 220-223 - Hao Xue, Flora D. Salim:
Utilizing Language Models for Energy Load Forecasting. 224-227 - Tobias Brudermueller, Fabian Breer, Thorsten Staake:
Disaggregation of Heat Pump Load Profiles From Low-Resolution Smart Meter Data. 228-231 - Avisek Naug, Antonio Guillen, Ricardo Luna Gutiérrez, Vineet Gundecha, Sahand Ghorbanpour, Lekhapriya Dheeraj Kashyap, Dejan Markovikj, Lorenz Krause, Sajad Mousavi, Ashwin Ramesh Babu, Soumyendu Sarkar:
PyDCM: Custom Data Center Models with Reinforcement Learning for Sustainability. 232-235 - Isabel Madeleine Runge, Burcu Akinci, Mario Bergés:
Challenges in Cyber-Physical Attack Detection for Building Automation Systems. 236-239 - Yuexin Bian, Xiaohan Fu, Bo Liu, Rohith Rachala, Rajesh K. Gupta, Yuanyuan Shi:
BEAR-Data: Analysis and Applications of an Open Multizone Building Dataset. 240-243 - Hassan Habib Chaudhry, Ramish Majeed Raja, Muhammad Hamad Alizai, Nauman Zaffar, Naveed Anwar Bhatti:
From Waste to Watts: A Self-Sustaining Water Heating System Powered by a Thermoelectric Generator. 244-247 - Daniel R. Bayer, Marco Pruckner:
Modeling of Annual and Daily Electricity Demand of Retrofitted Heat Pumps based on Gas Smart Meter Data. 248-251 - Akari Shimono, Yoshihiro Kawahara:
Design of Tree-Mimicking Solar Photovoltaic System Achieving Both Power Generation and Acceptability. 252-255 - Mahathir Almashor, Mashud Rana, John McCulloch, Ashfaqur Rahman, Subbu Sethuvenkatraman:
What's The Point: AutoEncoding Building Point Names. 256-260 - Yara Almilaify, Kingsley Nweye, Zoltán Nagy:
SCALEX: SCALability EXploration of Multi-Agent Reinforcement Learning Agents in Grid-Interactive Efficient Buildings. 261-264 - Mostafa Meimand, Vanshaj Khattar, Zahra Yazdani, Farrokh Jazizadeh, Ming Jin:
TUNEOPT: An Evolutionary Reinforcement Learning HVAC Controller For Energy-Comfort Optimization Tuning. 265-268
BuildSys'23 Main Conference: Posters and Demos
- Abdolah Loni, Somayeh Asadi:
Collaborative Resource Allocation for Affected Los Angeles Regions Leveraging Mobile Energy Storages. 269-270 - Chuangkang Yang, Keiichiro Taniguchi, Shohei Miyata, Yasunori Akashi:
Integrated Personalized Thermal Comfort Model for Input Variable Reduction. 271-273 - Kingsley Nweye, Kathryn Kaspar, Giacomo Buscemi, Giuseppe Pinto, Han Li, Tianzhen Hong, Mohamed Ouf, Alfonso Capozzoli, Zoltán Nagy:
CityLearn v2: An OpenAI Gym environment for demand response control benchmarking in grid-interactive communities. 274-275 - Xiaohan Fu, John Pedraz, Anthony Rowe, Rajesh Gupta:
Debugging Buildings with Mixed Reality. 276-277 - Martín Mosteiro-Romero, Matias Quintana, Clayton Miller, Rudi Stouffs:
From Personal Comfort to District Performance: Using Smartwatch and WiFi Data for Occupant-Driven Operation. 278-279 - Martin Rätz, Patrick Henkel, Phillip Stoffel, Rita Streblow, Dirk Müller:
Toward Trustworthy Machine Learning Models for Fault Detection in Energy Systems. 280-281 - Calvin Lin, Ting-Yu Dai, Aysegül Demir Dilsiz, Drury Crawley, Dev Niyogi, Zoltán Nagy:
UTwin: A digital twin of the UT Austin campus. 282-283 - Markus Berger, Joern Ploennigs:
ArchiGuesser - Teaching Architecture Styles using Generative AI. 284-285 - Junya Maruyama, Yudai Honma, Yuuki Nishiyama, Yoshihiro Kawahara:
A Trajectory Estimation Method from Spatially Sparse and Noisy Beacon Data Based on Spring Dynamics. 286-287 - Yurii Piadyk, João Rulff, Ethan Brewer, Semiha Ergan, Cláudio T. Silva:
Application of the Reconfigurable Environmental Intelligence Platform for HVAC Control. 288-289 - Shotaro Nonaka, Ittetsu Taniguchi, Hiroki Nishikawa, Dafang Zhao, Francky Catthoor, Takao Onoye:
Comfort-aware HVAC Aggregation Method based on Deep Reinforcement Learning. 290-291 - Naoya Kaneko, Kazuki Okazawa, Dafang Zhao, Hiroki Nishikawa, Ittetsu Taniguchi, Takao Onoye:
RNN-based Non-Intrusive Thermal Load Disaggregation and Forecasting for HVAC Systems. 292-293 - Marco Caccamo, Daniele Bernardini:
Service Class Based Management Framework of Photovoltaic Self-Consumption for Existing Residential Buildings. 294-295 - Ojas Pradhan, Jin Wen, Mengyuan Chu, Zheng O'Neill:
Dynamic Bayesian Networks for Fault Prognosis. 296-297 - Clayton Miller, Matias Quintana, Mario Frei, Yun Xuan Chua, Chun Fu, Bianca Picchetti, Winston Yap, Adrian Chong, Filip Biljecki:
Introducing the Cool, Quiet City Competition: Predicting Smartwatch-Reported Heat and Noise with Digital Twin Metrics. 298-299 - Muhammad Hafeez Saeed, Hussain Syed Kazmi, Geert Deconinck:
Physics-informed model-based reinforcement learning (PI-MBRL) to control building heating systems in low training data regimes. 300-302 - Julianah Odeyemi, Rita Streblow:
Thermal Preference Prediction with Machine Learning. 303-304 - Yiwen Dong, Peide Huang, Hae Young Noh:
Characterizing Crowd Preferences on Stadium Facilities through Dynamic Inverse Reinforcement Learning. 305-306 - Guowen Li, Zheng O'Neill, Jin Wen, Ojas Pradhan, Lingyu Ren, Teresa Wu, Veronica Adetola, K. Selcuk Candan, Qi Zhu:
CYDRES: CYber Defense and REsilient System for securing grid-interactive efficient buildings. 307-309 - Keiichiro Taniguchi, Yosuke Kamiya, Daisuke Sato, Takashi Nishimoto, Ruizi Zhang, Shohei Miyata, Hiroaki Murakami, Nobuki Matsui, Yasunori Akashi, Yoshihiro Kawahara:
Development of control systems for VRF indoor units responds to individual thermal preferences. 310-311 - Jeremy Wong, Adam Rysanek:
On the Creation of a Hybrid Dataset to Predict Window States. 312-313 - Allen Wu, Kingsley Nweye, Zoltán Nagy:
Heterogeneous Multi-Agent Reinforcement Learning for Grid-Interactive Communities. 314-315 - Ting-Yu Dai, Aysegül Demir Dilsiz, Dev Niyogi, Zoltán Nagy:
A Comparison of Different Deep Learning Model Architectures and Training Strategy for Urban Energy Modeling. 316-317 - Yang Deng, Rui Liang, Jiaqi Fan, Ao Li, Dan Wang:
Towards a Benchmark for ML-based Building Load Forecasting Model Selection for a Target Building. 318-319 - Hannah Fontenot, Michael Zeifman, Kurt Roth:
Thermal discomfort prediction with sparse residential thermostat dataset. 320-321
The 1st ACM Workshop on Privacy for Smart Buildings and Environments (PSBE'23)
- Dmitry Prokhorenkov, Yang Cao:
Towards Benchmarking Privacy Risk for Differential Privacy: A Survey. 322-327 - Rachel Cardell-Oliver, Brandon Ke:
Towards an Activity-aware Pufferfish Framework for Local Privacy of Household Smart Water Meter Data. 328-332 - Mahathir Almashor, Akbar Fadiansyah, Chehara Pathmabandu, Matt Amos, M. A. P. Chamikara:
Mitigating Privacy Leakage in Anomalous Building Data Streams. 333-339 - Isabel Wagner, Eerke A. Boiten:
Risks and benefits of smart toilets. 340-346
The 4th ACM SIGEnergy Workshop on Reinforcement Learning for Energy Management in Buildings & Cities (RLEM'23)
- Gargya Gokhale, Niels Tiben, Marie-Sophie Verwee, Manu Lahariya, Bert Claessens, Chris Develder:
Real-World Implementation of Reinforcement Learning Based Energy Coordination for a Cluster of Households. 347-351 - Judah A. Goldfeder, John A. Sipple:
A Lightweight Calibrated Simulation Enabling Efficient Offline Learning for Optimal Control of Real Buildings. 352-356 - David Wölfle, Samed Rouven Vossberg, Hartmut Schmeck:
TBMEnv - An Environment to Assess the Accuracy of Thermal Building Models under Realistic Conditions. 357-360 - Matic Pokorn, Mihael Mohorcic, Andrej Campa, Jernej Hribar:
Smart Home Energy Cost Minimisation Using Energy Trading with Deep Reinforcement Learning. 361-365 - Jiaron Cui, Wei Yih Yap, Charles Prosper, Bharathan Balaji, Jake Chen:
Economizer Optimization with Reinforcement Learning: An Industry Perspective. 366-369
The 1st International Workshop on Cyber-Physical Social Infrastructure Systems (CPSIS'23)
- Maral Doctorarastoo, Katherine A. Flanigan, Mario Bergés, Christopher McComb:
Modeling Human Behavior in Cyber-Physical-Social Infrastructure Systems. 370-376 - John Martins, Katherine A. Flanigan, Christopher McComb:
Skeleton-based Human Action Recognition in a Thermal Comfort Context. 377-384 - Maral Doctorarastoo, Katherine A. Flanigan, Mario Bergés, Christopher McComb:
Exploring the Potentials and Challenges of Cyber-Physical-Social Infrastructure Systems for Achieving Human-Centered Objectives. 385-389 - Jiajia Xie, Christin J. Salley, Neda Mohammadi, John E. Taylor:
Online Confirmation-Augmented Probabilistic Topic Modeling in Cyber-Physical Social Infrastructure Systems. 390-397 - Yufei Zhang, Andrew Sonta:
OccuVAE: Integrating unsupervised occupancy inference in data-driven energy modeling for human-centric operation. 398-405 - Abel Souza, Mihir Shenoy, Camellia Zakaria:
Empowering User-Centered Carbon Management: Bridging Individual Preferences and Sociotechnical Advancements. 406-412 - Beatrice Li, Arash Tavakoli, Alan Wang, Navreet Kaur, Laura E. Barnes, Afsaneh Doryab, Arsalan Heydarian:
Measuring Success, One Sensor at a Time: A Sensing Infrastructure for Longitudinal Workspace Behavior Monitoring. 413-420 - Vasantha Ramani, Marcel Ignatius, Joie Lim, Filip Biljecki, Clayton Miller:
A Dynamic Urban Digital Twin Integrating Longitudinal Thermal Imagery for Microclimate Studies. 421-428 - Phuthipong Bovornkeeratiroj, Noman Bashir, Vivek Deulkar, Bharathan Balaji, Prashant J. Shenoy, David E. Irwin, Mohammad Hajiesmaili:
Quantifying the Decarbonization Potential of Flexible Load. 429-433 - Johannes Galenzowski, Simon Waczowicz, Stefan Meisenbacher, Ralf Mikut, Veit Hagenmeyer:
A Real-World District Community Platform as a Cyber-Physical-Social Infrastructure Systems in the Energy Domain. 434-441 - Korawich Kavee, Katherine A. Flanigan:
Street-Level Urban Gravity: A Quantum System Approach to Human-Centered Urban Space Design. 442-449
The 3rd ACM International Workshop on Big Data and Machine Learning for Smart Buildings and Cities (BALANCES'23)
- Chun Fu, Hussain Syed Kazmi, Matias Quintana, Clayton Miller:
Enhancing Classification of Energy Meters with Limited Labels using a Semi-Supervised Generative Model. 450-453 - Fuyang Jiang, Johan Driesen, Hussain Kazmi:
On the causality of data-driven building thermal models. 454-457 - Gargya Gokhale, Jonas Van Gompel, Bert Claessens, Chris Develder:
Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System. 458-462 - Tanmaey Gupta, Anupam Sobti, Akshay Nambi:
PressureML: Modelling Pressure Waves to Generate Large-Scale Water-Usage Insights in Buildings. 463-467 - Shovan Chowdhury, Fengqi Li, Avery Stubbings, Joshua New:
Multi-Model Future Typical Meteorological (fTMY) Weather Files for nearly every US County. 468-471 - Hardik Prabhu, Jayaraman K. Valadi, Pandarasamy Arjunan:
Explainable AI for Energy Prediction and Anomaly Detection in Smart Energy Buildings. 472-475 - Wenzhe Shang, Xilei Dai, Junjie Liu:
The smart air purifier control strategy based on reinforcement learning for better IAQ and energy efficiency. 476-480 - Arya Parsaei, Burak Gunay, William O'Brien, Ricardo Moromisato:
Zone-Level Anomaly Detection in VAV Terminal Units Using an Unsupervised Learning Approach. 481-484
The 2nd ACM SIGEnergy Workshop on Advancements in Building Energy Benchmarking Systems (BenchSys'23)
- Shishir Maurya, Ganesh CGS, Vishal Garg, Jyotirmay Mathur:
Summer Electricity Consumption Patterns in Households Using Appliance Load Profiles. 485-490 - Alisha Chowdhury, Shankha Pratim Bhattacharya:
Quantitative Relations between the Physical Characteristics of Street Trees and Their Cooling Potential A Case Study of Kharagpur, West Bengal, India. 491-496 - Tanya Kaur Bedi, Shankha Pratim Bhattacharya, Anurag Aman Kaushal:
Exploratory analytics of factors influencing Indoor Air Quality: A case of Kharagpur, West Bengal, India. 497-502 - Vikash Chandra, Chirodeep Bakli, Prashant Anand:
Utilizing Phase Change Material Integration for Passive Cooling in Direct Heat Gain Walls. 503-508 - Induja V, Manju G. Nair, Abhilash Suryan:
Energy-Efficient Retrofitting of Buildings in the Tropics Through Daylight and Solar Radiation Harnessing. 509-514 - John McCulloch, Subbu Sethuvenkatraman, Mark Goldsworthy, Daniel Hugo:
Developing portable Energy Benchmarking methods. 515-518 - Ketaki Joshi, Ansar Khan, Chirag Deb, Prashant Anand:
Heat Wave Impact on Urban Heat, Thermal Comfort and Energy Consumption in Nashik City. 519-527 - Anurag Aman Kaushal, Prashant Anand, Bharath Haridas Aithal:
Assessment of the Impact of Building Orientation on PMV and PPD in Naturally Ventilated Rooms During Summers in Warm and Humid Climate of Kharagpur, India. 528-533 - Piyali Debnath, Jaya A R. Dantas, Krassi Rumchev, Prashant Anand:
Assessing IEQ Impact on Cognitive Difficulties in Educational Buildings at Varying Energy Usage. 534-542 - Ajith N. Nair, Harshwardhan Tanwar, Pandarasamy Arjunan, Prashant Anand, Ardeshir Mahdavi:
Explainable Occupancy Prediction Using QLattice. 543-549
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