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9th BuildSys@SenSys 2022: Boston, MA, USA
- Jorge Ortiz:
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2022, Boston, Massachusetts, November 9-10, 2022. ACM 2022, ISBN 978-1-4503-9890-9 - Zhiwei Cao, Ruihang Wang
, Xin Zhou, Yonggang Wen
Reducio: model reduction for data center predictive digital twins via physics-guided machine learning. 1-10 - Srinarayana Nagarathinam, Yashovardhan S. Chati, Malini Pooni Venkat, Arunchandar Vasan:
PACMAN: physics-aware control MANager for HVAC. 11-20 - Narges Torabi, Burak Gunay, William O'Brien, Ricardo Moromisato:
Fault-tolerant sequences of operation for VAV AHU systems through building performance simulation. 21-29 - Weijia Cai, Le Zhang, Lei Huang, Xinran Yu, Zhengbo Zou
TEA-bot: a thermography enabled autonomous robot for detecting thermal leaks of HVAC systems in ceilings. 30-39 - Sam Mottahedi, Gregory S. Pavlak:
Constrained differentiable cross-entropy method for safe model-based reinforcement learning. 40-48 - John Wamburu, Noman Bashir
Data-driven decarbonization of residential heating systems. 49-58 - Yanhui Xu, Dan Wang
Understanding the willingness to share building data by a social study based on privacy calculus theory. 59-68 - Alex Yen
EffiSenseSee: towards classifying light bulb types and energy efficiency with camera-based sensing. 69-78 - Vibhuti Bansal, Rohit Khoiwal, Hetvi Shastri, Haikoo Khandor
"I do not know": quantifying uncertainty in neural network based approaches for non-intrusive load monitoring. 79-88 - Shichao Xu, Yangyang Fu, Yixuan Wang
Accelerate online reinforcement learning for building HVAC control with heterogeneous expert guidances. 89-98 - Suining He
Cross-zone and extreme-aware mobility learning of crowd interactions with built environments. 99-108 - Fang He, Dan Wang
Cloze: a building metadata model generation system based on information extraction. 109-118 - Saidur Rahman, Linda Punt, Omid Ardakanian
On efficient operation of a V2G-enabled virtual power plant: when solar power meets bidirectional electric vehicle charging. 119-128 - Wei Liang
Integrated MPC-ILC control design for thermal control of a large-scale multi-zone building HVAC system. 129-138 - Santiago Correa, Zeal Shah, Yuezi Wu, Simon Kohlhase, Philippe Raisin, Nabin Raj Gaihre, Vijay Modi, Jay Taneja:
PowerScour: tracking electrified settlements using satellite data. 139-148 - Naveen Kumar Thokala, Spoorthy Paresh, M. Girish Chandra:
An effective electrical load disaggregation approach for low-sampled smart meter data. 149-158 - Wei Liang
Improving post-occupancy evaluation engagement using social robots. 159-167 - Hari Prasanna Das, Costas J. Spanos:
Improved dequantization and normalization methods for tabular data pre-processing in smart buildings. 168-177 - Md Fazlay Rabbi Masum Billah, Nurani Saoda, Victor Ariel Leal Sobral
SolarWalk: smart home occupant identification using unobtrusive indoor photovoltaic harvesters. 178-187 - Zongxing Xie, Fan Ye:
Self-calibrating indoor trajectory tracking system using distributed monostatic radars for large scale deployment. 188-197 - Diptyaroop Maji, Prashant J. Shenoy
CarbonCast: multi-day forecasting of grid carbon intensity. 198-207 - Marta Fochesato, Fazel Khayatian, Doris Fonseca Lima, Zoltán Nagy:
On the use of conditional TimeGAN to enhance the robustness of a reinforcement learning agent in the building domain. 208-217 - Sonia Martin, Nicholas Mosier
Software defined grid energy storage. 218-227 - Gabe Fierro
Application-driven creation of building metadata models with semantic sufficiency. 228-237 - Muhammad Azmeer Zahid, Nauman Zaffar, Muhammad Hamad Alizai:
Saving natural gas through smart water heating. 238-241 - Han Li, Giuseppe Pinto, Alfonso Capozzoli
Building thermal dynamics modeling with deep learning exploiting large residential smart thermostat dataset. 242-245 - Anay Waghale
Demonstration of a modeling toolkit for the design of building electrical distribution systems. 246-249 - Gabe Fierro
Notes paper: enabling building application development with simulated digital twins. 250-253 - Eikichi Ono
The impact of resolution of occupancy data on personal comfort model-based HVAC control performance. 254-257 - Kento Maruyama, Thanh V. Pham
Acoustic beacons-based long-range localization of wireless cameras drifting in a narrow sewer pipe. 258-261 - Sam Gunn, Doseok Jang, Orr Paradise, Lucas Spangher, Costas J. Spanos:
Adversarial poisoning attacks on reinforcement learning-driven energy pricing. 262-265 - Jennifer Williams
Safe audio AI services in smart buildings. 266-269 - Sicheng Zhan, Matias Quintana, Clayton Miller, Adrian Chong:
From model-centric to data-centric: a practical MPC implementation framework for buildings. 270-273 - Steven McCullough
Inequity by inequity: community driven investigation of wheelchair user discomfort by infrastructure failures. 274-277 - Utkarsha Agwan, Costas J. Spanos, Kameshwar Poolla:
Optimizing participation of buildings and aggregations in incentive-based demand response programs: poster abstract. 278-279 - Hari Prasanna Das, Costas J. Spanos:
Synthetic personal thermal comfort data generation: poster abstract. 280-281 - Barney H. Miao
Integration of physics-based building model and sensor data to develop an adaptive digital twin: poster abstract. 282-283 - Nilotpal Chakraborty, Ezhil Kalaimannan:
Simulating deferrable loads for the development of next generation energy systems: poster abstract. 284-285 - Hiroki Yoshikawa
Privacy-preserving data augmentation for thermal sensation dataset based on variational autoencoder: poster abstract. 286-287 - Issa J. Ramaji, Ehsan Mostavi:
TwinUp - A digital twinning platform: A demo of TwinUp for building operation: demo abstract. 288 - Deepali Verma
A low-cost driving risk prediction system for hilly roads via surveillance cameras and onsite webcams: poster abstract. 289-290 - Sonia Martin, Obi Nnorom, Oskar Triebe, Liana Patel, Philip Levis, Ram Rajagopal:
Software defined battery-solar systems: poster abstract. 291-292 - Alireza Shamshiri
ConStory: Automatic story investigator of public perception on the mega urban infrastructure project: poster abstract. 293-294 - Jingping Nie, Lanxiang Hu, Yian Liu, Yuang Fan, Matthias Preindl, Xiaofan Jiang:
Human-centric data-driven optimization and recommendation in EV-interfaced grid at city scale: poster abstract. 295-296 - Nitika Nigam
Crowd crush detection in large mass gatherings via federated learning across multicamera environment: poster abstract. 297-298 - Eva Bianchi
Human wellbeing responses to real and simulated workplaces: A comparison of in-person, online, and virtual environments: poster abstract. 299-300 - Dongbo Li, Tong Yu, Yu Yang, Yuze Zhao, Zihan Chen, Jie Liu:
Intelligent heating monitoring method based on infrared image segmentation and target detection: poster abstract. 301-302 - Abigail Andrews, Rishee K. Jain
Exploring use cases for an hourly building energy benchmarking platform: the 8760 proof-of-concept platform in New York City, NY. 303-304 - ALingzhe Wang
Evaluation of machine learning methods for thermal sensation and comfort predictions in microenvironments created by personal conditioning devices: poster abstract. 305-306 - Milan Jain, Pandarasamy Arjunan:
FATEsys 2022: the second ACM SIGEnergy workshop on fair, accountable, transparent, and ethical (FATE) AI for smart environments and energy systems. 307-309 - Nafiseh Ghorbani-Renani, Danielle Preziuso, Philip Odonkor:
Addressing social vulnerability in community microgrids: an equity-centered peer-to-peer electricity trading model. 310-314 - Matthias Heinrich, Marie Ruellan, Jean-Pierre Lévy, Allou Samé, Latifa Oukhellou:
What insights can we draw from our residential energy models?: guidelines for future modelling exercises. 315-319 - Yu Hou, Rebekka Volk
Conceptual design of a digital twin-enabled building envelope energy audits and multi-fidelity simulation framework for a computationally explainable retrofit plan. 320-325 - Elizabeth C. Nelson, Heather E. Wray
The future of work, workplaces and smart buildings. 326-329 - Sophie Schuller
Headed for a crash?: what we don't know about working from home and human health - a literature review. 330-335 - Clayton Miller, Yun Xuan Chua, Mario Frei, Matias Quintana:
Towards smartwatch-driven just-in-time adaptive interventions (JITAI) for building occupants. 336-339 - Jiayu Pan, Tze Yeung Cho, Ronita Bardhan:
Occupancy level prediction based on a sensor-detected dataset in a co-working space. 340-347 - Yiwen Dong
Re-vibe: vibration-based indoor person re-identification through cross-structure optimal transport. 348-352 - Pim Rutgers, Joris de Iongh, Nicholas C. White
1+1=3 how smart buildings contribute to make an organization smart- a practical approach. 353-357 - Sean Barker, Anna Leitner, Andy Stoneman:
Identifying impactful devices on disaggregation performance. 358-362 - Sayed Saeed Hosseini, Benoit Delcroix, Nilson Henao, Kodjo Agbossou, Sousso Kelouwani:
A case study on obstacles to feasible NILM solutions for energy disaggregation in quebec residences. 363-367 - Rachel Stephen Mollel
Using explainability tools to inform NILM algorithm performance: a decision tree approach. 368-372 - Narges Zaeri, H. Burak Gunay, Araz Ashouri:
Unsupervised energy disaggregation using time series decomposition for commercial buildings. 373-377 - Xuhao Li, Bochao Zhao, Wenpeng Luan, Bo Liu:
An unsupervised load disaggregation approach based on graph signal processing featuring power sequences. 378-382 - Zhenyu Lu, Yurong Cheng, Mingjun Zhong
LightNILM: lightweight neural network methods for non-intrusive load monitoring. 383-387 - Marco Manolo Manca, Anthony Faustine, Lucas Pereira
Appliance recognition with combined single- and multi-label approaches. 388-392 - Apostolos K. Vavouris
Benefits of three-phase metering for load disaggregation. 393-397 - Mazen Bouchur, Daniel Szafranski, Andreas Reinhardt:
What's up for the weekend?: exploiting day type information in non-intrusive load monitoring. 398-402 - Balaji Kalluri, Jay Dhariwal, Pandarasamy Arjunan, Prashant Anand
BenchSys 2022: the first ACM SIGEnergy workshop on advancements in building energy benchmarking systems. 403-405 - Kevin Joshi
XENIA: eXplainable ENergy informatics and attributes for building energy benchmarking. 406-412 - Souparna Chakraborty, Vinay Arya, Siva Shankar SS, Chirodeep Bakli:
Optimization of building façade for passive thermal management: a machine learning based simulation study for Kolkata, India. 413-418 - Balaji Kalluri, Jay Dhariwal, Pandarasamy Arjunan, Prashant Anand
The way forward for building energy benchmarking in India. 419-425 - Krithika Panicker, Prashant Anand
Typology-wise residential energy benchmarking and net ZEB potential: a case study of residential complexes inside IIT Kharagpur, India. 426-432 - Jayati Dudani, Vallary Gupta, Chirag Deb
Building energy benchmarking in India: a discussion. 433-438 - Martin K. Patel, Kai N. Streicher, Stefano Cozza, Jonathan Chambers:
Building certificate use for benchmarking and stock modelling: learnings from Switzerland. 439-442 - Gyanesh Gupta
A new approach for benchmarking of residential buildings: a case study of Jaipur city. 443-449 - Mansi Budamagunta, Anmol Gaur, Ashutosh Verma, Arunim Anand, Chirag Deb
Clustering Indian districts based on multidimensional demographic and climate data. 450-455 - Chun Fu, Pandarasamy Arjunan, Clayton Miller:
Trimming outliers using trees: winning solution of the large-scale energy anomaly detection (LEAD) competition. 456-461 - Hsin-Yu Liu, Xiaohan Fu, Bharathan Balaji, Rajesh Gupta, Dezhi Hong:
B2RL: an open-source dataset for building batch reinforcement learning. 462-465 - Sharath Ram Kumar
Behavioural cloning based RL agents for district energy management. 466-470 - Shotaro Nonaka
Deep reinforcement learning-based SOH-aware battery management for DER aggregation. 471-474 - Matias Quintana, Zoltán Nagy, Federico Tartarini
ComfortLearn: enabling agent-based occupant-centric building controls. 475-478 - Kuldeep R. Kurte, Kadir Amasyali, Jeffrey Munk, Helia Zandi
Deep reinforcement learning with online data augmentation to improve sample efficiency for intelligent HVAC control. 479-483 - Moritz Frahm
Multi-zone grey-box thermal building identification with real occupants. 484-487 - Poorvesh Dongre, Denis Gracanin, Shiwali Mohan, Saman Mostafavi, Kalai Ramea:
Modeling and simulating thermostat behaviors of office occupants: are values more important than comfort? 488-491 - Yimin Chen, Eliot Crowe, Guanjing Lin, Jessica Granderson:
Integration of FDD data to aid HVAC system maintenance. 492-495 - Md Shajalal
Focus on what matters: improved feature selection techniques for personal thermal comfort modelling. 496-499 - Maira Alvi
Utilizing autoencoders to improve transfer learning when sensor data is sparse. 500-503 - Brett C. Bass, Joshua R. New, Zach Wade:
Future typical meteorological year (fTMY) weather data and climate change impacts to Maricopa county, Arizona. 504-507 - Pandarasamy Arjunan, Seshadhri Srinivasan, Kameshwar Poolla:
Causal 1-D convolutional neural networks based chiller fault detection and diagnosis. 508-511 - Hardik Prabhu
eptk: energy prediction toolkit. 512-515
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