Publications

You can also find my articles on my Google Scholar profile.

I broadly categorize my work into four areas: (i) sustainable computing, (ii) energy- and resource-efficient computer systems, (iii) societal systems, and (iii) energy systems. A unifying theme across these domains is the design of sustainable, efficient, and reliable applications on top of inherently unreliable system and resource dynamics under real-world constraints. My research has been published in leading venues across computer systems and energy systems, including ASPLOS, EuroSys, SIGMETRICS/Performance, SoCC, SC, ICML, e-Energy, BuildSys, and HotCarbon.

Sustainable Computing

This work positions carbon footprint as a first-class metric in the design and operation of computer systems. It spans vision papers exploring what sustainability means for computing, metrics research on how to quantify and attribute carbon emissions, theoretical advances in designing algorithms for carbon-aware optimization, and systems work that develops the abstractions and infrastructure needed to deploy these optimizations.
  1. "Carbon-and Precedence-Aware Scheduling for Data Processing Clusters," Adam Lechowicz, Rohan Shenoy, Noman Bashir, Mohammad Hajiesmaili, Adam Wierman, and Christina Delimitrou, Under Review, 2025
  2. "Learning-Augmented Competitive Algorithms for Spatiotemporal Online Allocation with Deadline Constraints," Adam Lechowicz, Nicolas Christianson, Bo Sun, Noman Bashir, Mohammad Hajiesmaili, Adam Wierman, and Prashant Shenoy, ACM SIGMETRICS, 2025
  3. "The Climate and Sustainability Implications of Generative AI," Noman Bashir, Priya Donti, James Cuff, Sydney Sroka, Marija Ilic, Vivienne Sze, Christina Delimitrou, and Elsa Olivetti, An MIT Exploration of Generative AI, 2024
  4. "The Sunk Carbon Fallacy: Rethinking Carbon Footprint Metrics for Effective Carbon-Aware Scheduling," Noman Bashir, Varun Gohil, Mohammad Shahrad, David Irwin, Anagha B. Subramanya, Elsa Olivetti, and Christina Delimitrou, ACM Symposium on Cloud Computing (SoCC), 2024
  5. "On the Limitations of Carbon-Aware Temporal and Spatial Workload Shifting in the Cloud," Thanathorn Sukprasert, Abel Souza, Noman Bashir, David Irwin, and Prashant Shenoy, European Conference on Computer Systems (EuroSys), 2024
  6. "Going Green for Less Green: Optimizing the Cost of Reducing Cloud Carbon Emissions," Walid Hanafy, Qianlin Liang, Noman Bashir, Abel Souza, David Irwin, and Prashant Shenoy, ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2024
  7. "Chasing Convex Functions with Long-term Constraints," Adam Lechowicz, Nicolas Christianson, Bo Sun, Noman Bashir, Mohammad Hajiesmaili, Adam Wierman, and Prashant Shenoy, The International Conference on Machine Learning (ICML), 2024
  8. "Online Conversion with Switching Costs: Robust and Learning-Augmented Algorithms," Adam Lechowicz, Nicolas Christianson, Bo Sun, Noman Bashir, Mohammad Hajiesmaili, Adam Wierman, and Prashant Shenoy, ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS), 2024
  9. "CarbonScaler: Leveraging Cloud Workload Elasticity for Optimizing Carbon-Efficiency," Walid Hanafy, Qianlin Liang, Noman Bashir, David Irwin, and Prashant Shenoy, ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS), 2024
  10. "The Online Pause and Resume Problem: Optimal Algorithms and An Application to Carbon-Aware Load Shifting," Adam Lechowicz, Nicolas Christianson, Jinhang Zuo, Noman Bashir, Mohammad Hajiesmaili, Adam Wierman, and Prashant Shenoy, ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS), 2024
  11. "LACS: Learning-Augmented Algorithms for Carbon-Aware Resource Scaling with Uncertain Demand," Roozbeh Bostandoost, Adam Lechowicz, Walid Hanafy, Noman Bashir, Prashant Shenoy, and Mohammad Hajiesmaili, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2024
  12. "The Green Mirage: Impact of Location- and Market-based Carbon Intensity Estimation on Carbon Optimization Efficacy,," Diptyaroop Maji, Noman Bashir, David Irwin, Prashant Shenoy, and Ramesh K. Sitaraman, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2024
  13. "Short Paper – On the Implications of Choosing Average versus Marginal Carbon Intensity Signals on Carbon-aware Optimizations," Thanathorn Sukprasert, Noman Bashir, Abel Souza, David Irwin, and Prashant Shenoy, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2024
  14. "Data-driven Algorithm Selection for Carbon-Aware Scheduling," Roozbeh Bostandoost, Walid A. Hanafy, Adam Lechowicz, Noman Bashir, Mohammad Hajiesmaili, and Prashant Shenoy, Workshop on Sustainable Computer Systems (HotCarbon), 2024
  15. "Scoping Sustainable Collaborative Mixed Reality," Yasra Chandio, Noman Bashir, Tian Guo, Elsa Olivetti, and Fatima M. Anwar, IEEE International Symposium on Emerging Metaverse (ISEMV), 2024
  16. "Untangling Carbon-free Energy Attribution and Carbon Intensity Estimation for Carbon-aware Computing," Diptyaroop Maji, Noman Bashir, David Irwin, Prashant Shenoy, and Ramesh K Sitaraman, ACM e-Energy International Workshop on Energy Data and Analytics (EDA), 2024
  17. "Ecovisor: A Virtual Energy System for Carbon-Efficient Applications," Abel Souza, Noman Bashir, Jorge Murillo, Walid Hanafy, Qianlin Liang, David E. Irwin, and Prashant J. Shenoy, ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2023
  18. "Carbon Containers: A System-level Facility for Managing Application-level Carbon Emissions,," John Thiede, Noman Bashir, David Irwin, and Prashant Shenoy, ACM Symposium on Cloud Computing (SoCC), 2023
  19. "On the Promise and Pitfalls of Optimizing Embodied Carbon," Noman Bashir, David Irwin, and Prashant Shenoy, Workshop on Sustainable Computer Systems (HotCarbon), 2023
  20. "The War of the Efficiencies: Understanding the Tension between Carbon and Energy Optimization," Walid Hanafy, Roozbeh Bostandoost, Noman Bashir, David Irwin, Mohammad Hajiesmaili, and Prashant Shenoy, Workshop on Sustainable Computer Systems (HotCarbon), 2023
  21. "Sustainable Computing - Without the Hot Air," Noman Bashir, David Irwin, Prashant J. Shenoy, and Abel Souza, Workshop on Sustainable Computer Systems (HotCarbon), 2022
  22. "Enabling Sustainable Clouds: The Case for Virtualizing the Energy System," Noman Bashir, Tian Guo, Mohammad Hajiesmaili, David Irwin, Prashant Shenoy, Ramesh Sitaraman, Abel Souza, and Adam Wierman, ACM Symposium on Cloud Computing (SoCC), 2021

Energy- and Resource-Efficient Computer Systems

This body of work addresses core computer systems challenges, focusing on improving energy and resource efficiency across the computing stack—from edge devices to on-premise infrastructure to the cloud. It adopts both the user’s and the cloud operator’s perspectives, with a central theme of navigating trade-offs between performance metrics and the energy or resources required to achieve them.
  1. "Jointly Managing Electrical and Thermal Energy in Solar- and Battery-powered Computer Systems," Noman Bashir, Yasra Chandio, David Irwin, Fatima M. Anwar, Jeremy Gummeson, and Prashant Shenoy, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2023
  2. "Dělen: Enabling Flexible and Adaptive Model-serving for Multi-tenant Edge AI," Qianlin Liang, Walid Hanafy, Noman Bashir, Ahemd Ali-Eldin, David Irwin, and Prashant Shenoy, ACM/IEEE Conference on Internet of Things Design and Implementation (IoTDI), 2023
  3. "Energy Time Fairness: Balancing Fair Allocation of Energy and Time for GPU Workloads," Qianlin Liang, Walid Hanafy, Noman Bashir, David Irwin, and Prashant Shenoy, ACM/IEEE Symposium on Edge Computing (SEC), 2023
  4. "WattScope: Non-intrusive Application-level Power Disaggregation in Datacenters," Xiaoding Guan, Noman Bashir, David Irwin, and Prashant Shenoy, IFIP International Symposium on Computer Performance, Modeling, Measurements and Evaluation (Performance), 2023
  5. "Is Sharing Caring? Analyzing the Incentives for Shared Cloud Clusters," Talha Mehboob, Noman Bashir, Michael Zink, and David Irwin, ACM/SPEC International Conference on Performance Engineering (ICPE), 2023
  6. "Take it to the Limit: Peak Prediction-driven Resource Overcommitment in datacenters," Noman Bashir, Nan Deng, Krzysztof Rzadca, David Irwin, Sree Kodak, and Rohit Jnagal, European Conference on Computer Systems (EuroSys), 2021
  7. "Good Things Come to Those Who Wait: Optimizing Job Waiting in the Cloud," Pradeep Ambati, Noman Bashir, David Irwin, and Prashant J. Shenoy, ACM Symposium on Cloud Computing (SoCC), 2021
  8. "Modeling and Analyzing Waiting Policies for Cloud-Enabled Schedulers," Pradeep Ambati, Noman Bashir, David Irwin, and Prashant Shenoy, IEEE Transactions on Parallel and Distributed Systems (TPDS), 2021
  9. "Waiting Game: Optimally Provisioning Fixed Resources for Cloud-enabled Schedulers," Pradeep Ambati, Noman Bashir, David Irwin, and Prashant J. Shenoy, Supercomputing, 2020
  10. "Invited Paper – Hedge Your Bets: Optimizing Long-term Cloud Costs by Mixing VM Purchasing Options," Pradeep Ambati, Noman Bashir, David Irwin, Mohammad Hajiesmaili, and Prashant Shenoy, IEEE International Conference on Cloud Engineering (IC2E), 2020

Decarbonizing Societal-Scale Systems

This work aims to accelerate the decarbonization of key societal sectors—including the electric grid, residential buildings, and transportation—through data-driven optimization, incentive design, and algorithmic innovation. A central focus is ensuring that decarbonization efforts are implemented in an equitable and fair manner.
  1. "Dynamic Incentive Allocation for City-scale Deep Decarbonization," Anupama Sitaraman, Adam Lechowicz, Noman Bashir, Xutong Liu, Mohammad Hajiesmaili, and Prashant Shenoy, ACM Journal on Computing and Sustainable Societies (JCSS), 2025
  2. "LEAD: Towards Learning-Based Equity-Aware Decarbonization in Ridesharing Platforms," Mahsa Sahebdel, Ali Zeynali, Noman Bashir, Prashant Shenoy, and Mohammad Hajiesmaili, ACM Conference on Fairness, Accountability, and Transparency (FAccT), 2025
  3. "Lost in Siting: The Hidden Carbon Cost of Inequitable Residential Solar Installations," Cooper Sigrist, Adam Lechowicz, Jovan Champ, Noman Bashir, and Mohammad Hajiesmaili, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2025
  4. "A Holistic Approach for Equity-aware Carbon Reduction of the Ridesharing Platforms," Mahsa Sahebdel, Ali Zeynali, Noman Bashir, Prashant Shenoy, and Mohammad Hajiesmaili, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2024
  5. "Short Paper – Examining the Adoption of Electromobility Concepts Across Social Contexts for Energy Transition," Julia Köhlke, Adam Lechowicz, Oluwole Fabikun, Noman Bashir, Abel Souza, Prashant Shenoy, and Sebastian Lehnhoff, ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys), 2024
  6. "Equitable Network-Aware Decarbonization of Residential Heating at City Scale," Adam Lechowicz, Noman Bashir, John Wamburu, Mohammad Hajiesmaili, and Prashant J. Shenoy, ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2023
  7. "No Free Lunch: Analyzing the Cost of Deep Decarbonizing Residential Heating Systems," Anupama Sitaraman, Noman Bashir, David Irwin, and Prashant Shenoy, International Green & 1 Conference (IGSC), 2023
  8. "Analyzing the Impact of Decarbonizing Residential Heating on the Electric Distribution Grid," John Wamburu, Noman Bashir, David Irwin, and Prashant Shenoy, SIGENERGY Energy Informatics Review (EIR), 2023
  9. "Equity-Aware Decarbonization of Residential Heating Systems," John Wamburu, Noman Bashir, Emma Grazier, David Irwin, Christine Crago, and Prashant Shenoy, SIGENERGY Energy Informatics Review (EIR), 2022
  10. "Data-driven Decarbonization of Residential Heating Systems," John Wamburu, Noman Bashir, David Irwin, and Prashant J. Shenoy, ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys), 2022
  11. "Extend: A Framework for Increasing Energy Access by Interconnecting Solar Home Systems," Santiago Correa, Noman Bashir, Andrew Tran, David Irwin, and Jay Taneja, ACM SIGCAS Conference on Computing and Sustainable Societies (COMPASS), 2020

Energy Systems

This work focuses on enhancing the reliability, scalability, and efficiency of networked energy systems. A key objective is to improve the programmability of energy system components, enabling more flexible and intelligent control. Building on this foundation, the work applies techniques from distributed systems and software-defined networking to optimize system operations.
  1. "A Probabilistic Approach to Committing Solar Energy in Day-ahead Electricity Markets," Noman Bashir, David Irwin, and Prashant J. Shenoy, International Green and 1 Conference (IGSC), 2021
  2. "Model-driven Per-panel Solar Anomaly Detection for Residential Arrays," Menghong Feng, Noman Bashir, Prashant Shenoy, David Irwin, and Beka Kosanovic, ACM Transaction Cyber-Physical Systems (TCPS), 2021
  3. "Short Paper – SunDown: Model-driven Per-Panel Solar Anomaly Detection for Residential Arrays," Menghong Feng, Noman Bashir, Prashant J. Shenoy, David Irwin, and Dragoljub Kosanovic, ACM SIGCAS Conference on Computing and Sustainable Societies (COMPASS), 2020
  4. "DeepSnow: Modeling the Impact of Snow on Solar Generation," Noman Bashir, David Irwin, and Prashant J. Shenoy, ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys), 2020
  5. "Invited Paper – Solar-TK: A Data-Driven Toolkit for Solar PV Performance Modeling and Forecasting," Noman Bashir, Dong Chen, David Irwin, and Prashant J. Shenoy, IEEE International Conference on Mobile Ad Hoc and Sensor Systems (MASS), 2019
  6. "Helios: A Programmable Software-defined Solar Module," Noman Bashir, David Irwin, and Prashant J. Shenoy, ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys), 2018
  7. "Enforcing Fair Grid Energy Access for Controllable Distributed Solar Capacity," Noman Bashir, David Irwin, Prashant J. Shenoy, and Jay Taneja, ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys), 2017
  8. "Lifetime Maximization of Lead-Acid Batteries in Small Scale UPS and Distributed Generation Systems," Noman Bashir, Hira Shahzad Sardar, Mashood Nasir, Naveed Ul Hassan, and Hassan A. Khan, IEEE PowerTech, 2017
  9. "Delivering Smart Load-shedding for Highly-stressed Grids," Noman Bashir, Zohaib Sharani, Khushboo Qayyum, and Affan A. Syed, IEEE International Conference on Smart Grid Communications (SmartGridComm), 2015