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10th 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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