Anand Krishnan Prakash

Anand Krishnan Prakash

I completed my Master's in Energy Science, Technology and Policy from Carnegie Mellon University and I hold a Bachelor's degree in Computer Science from BITS Goa, India. My research focuses on using network connected devices in buildings for monitoring and optimized controls to improve building operations. I am also involved in several projects that study grid-building interactions for demand response, resilience and load flexibility. I'm currently involved in the ASHRAE S231p standard development and support the LBNL team in their ASHRAE S223p standard development efforts. I'm also pursuing a PhD in Civil and Environmental Engineering at Carnegie Mellon University - I'm looking for topics to collaborate on, so if you have any ideas, please reach out!

Contact Information

Phone: 412-983-2256

Awards

Spot: Team Workforce Development -  August 18th 2021

For contributions to the Lab's Workforce Development & Education programs in Spring and/or Summer of 2021, and for supporting research experiences for undergraduates, teachers, and faculty collaborators.

Vince Battaglia profile page

Armando Casillas profile page

Morgan Faulkner profile page

Julie Fornaciari profile page

Andrew Haddad profile page

Ling Jin profile page

Lalit Pant profile page

Anand Krishnan Prakash profile page

Corinne Scown profile page

Sarah Smith profile page

C. Anna Spurlock profile page

Adam Weber profile page

Publications

2023

Field Demonstration of the Brick Ontology to Scale up the Deployment of ASHRAE Guideline 36 Control Sequences

Authors: Roa, Carlos Duarte; Paul Raftery; Anand Prakash, and Therese Peffer.
06/2023

Unmanned Aerial Vehicle Image Dataset of the Built Environment for 3D reconstruction (UAVID3D)

Authors: Granderson, Jessica; Samuel Fernandes, and Anand Prakash.
02/2023

2022

Cloud-Control of Legacy Building Automation System: A case study

Authors: Prakash, Anand Krishnan; Marco Pritoni; Margarita Kloss; Mary Ann Piette; Michel Kamel, and Dotty Hage.
08/2022

Communication Requirements for Price-Based Grid Coordination

Authors: Nordman, Bruce; Marco Pritoni; Mary Ann Piette, and Anand Krishnan Prakash.
08/2022

Heat Pumps with Phase Change Thermal Storage: Flexible, Efficient, and Electrification Friendly

Authors: Helmns, Dre; Armando Casillas; Anand Prakash; David Blum; Marco Pritoni; Spencer M. Dutton; Jonathan Woolley, and Subhrajit Chakraborty.
08/2022

Scaling Building Energy Audits through Machine Learning Methods on Novel Drone Image Data

Authors: Singh, Reshma; Samuel Fernandes; Anand Prakash; Paul A. Mathew; Jessica Granderson; Colman Snaith; Rahul Pusapati; Prakash Jadhav; Avideh Zakhor; Rishi Upadhyay; Ozgur Gonen, and Harry Bergmann.
08/2022

SolarPlus Optimizer: Integrated Control of Solar, Batteries, and Flexible Loads for Small Commercial Buildings

Authors: Paul, Lazlo; Anand Prakash; Kun Zhang; Marco Pritoni, and Richard E. Brown.
08/2022

Towards a Stronger Foundation: Digitizing Commercial Buildings with Brick to Enable Portable Advanced Applications

Authors: Roa, Carlos Duarte; Paul Raftery; Ruiji Sun; Lazlo Paul; Anand Krishnan Prakash; Marco Pritoni; Gabe Fierro, and Therese Peffer.
08/2022

OpenBuildingControl: Digitizing the control delivery from building energy modeling to specification, implementation and formal verification

Authors: Wetter, Michael; Paul Ehrlich; Antoine Gautier; Milica Grahovac; Philip Haves; Jianjun Hu; Anand Prakash; Dave Robin, and Kun Zhang.
01/2022

2021

Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency

Authors: Touzani, Samir; Anand Prakash; Zhe Wang; Shreya Agarwal; Marco Pritoni; Mariam Kiran; Richard E. Brown, and Jessica Granderson.
12/2021

Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency

Authors: Touzani, Samir; Anand Prakash; Zhe Wang; Shreya Agarwal; Marco Pritoni; Mariam Kiran; Richard E. Brown, and Jessica Granderson.
12/2021

Query relaxation for portable brick-based applications

Authors: Bennani, Imane Lahmam; Anand Prakash; Marina Zafiris; Lazlo Paul; Carlos Duarte Roa; Paul Raftery; Marco Pritoni, and Gabe Fierro.
11/2021

Modelica-json: Transforming energy models to digitize the control delivery process

Authors: Wetter, Michael; Jianjun Hu; Anand Prakash; Paul Ehrlich; Gabe Fierro; Milica Grahovac; Marco Pritoni; Lisa Rivalin, and Dave Robin.
09/2021

Towards a Techno-Economic Analysis of PCM-Integrated Hybrid HVAC Systems

Authors: Helmns, Dre; David Blum; Armando Casillas; Anand Prakash; Jonathan Woolley; David Vernon; Caton Mande; Michael Woodcox, and Spencer M. Dutton.
05/2021

2020

Mortar: An Open Testbed for Portable Building Analytics

Authors: Fierro, Gabe; Marco Pritoni; Moustafa Abdelbaky; Daniel Lengyel; John Leyden; Anand Prakash; Pranav Gupta; Paul Raftery; Therese Peffer; Greg Thomson, and David Culler.
02/2021

Interactive Metadata Integration with Brick

Authors: Fierro, Gabe; Anand Prakash; Cory Mosiman; Marco Pritoni; Paul Raftery; Michael Wetter, and David Culler.
11/2020

Shepherding Metadata Through the Building Lifecycle

Authors: Fierro, Gabe; Anand Prakash; Cory Mosiman; Marco Pritoni; Paul Raftery; Michael Wetter, and David Culler.
11/2020

Advanced control sequences and FDD technology. Just shiny objects, or ready for scale?

Authors: Pritoni, Marco; Anand Prakash; David Blum; Kun Zhang; Rui Tang, and Jessica Granderson.
08/2020

A Community Energy Operations and Planning System: Concept, Use cases, Metrics, and Benefits

Authors: Singh, Reshma; Anand Prakash; Mary Ann Piette, and Shreya Agarwal.
08/2020

Harvesting the low-hanging fruit of high energy savings -- Virtual Occupancy using Wi-Fi Data

Authors: Clark, Callie; Anand Prakash; Marco Pritoni; Margarita Kloss; Pranav Gupta; Bruce Nordman, and Mary Ann Piette.
08/2020

Resilient buildings for fire-adapted landscapes: EE and flexible loads integrated with solar and storage microgrids

Authors: Alstone, Peter; Richard E. Brown; Marco Pritoni; David Blum; Kun Zhang, and Anand Prakash.
08/2020

Solar+ Optimizer: A Model Predictive Control Optimization Platform for Grid Responsive Building Microgrids

Authors: Prakash, Anand; Kun Zhang; Pranav Gupta; David Blum; Marc Marshall; Gabe Fierro; Peter Alstone; James Zoellic; Richard E. Brown, and Marco Pritoni.
06/2020

Developing Flexible, Networked Lighting Control Systems That Reliably Save Energy in California Buildings

Authors: Brown, Richard E.; Peter Schwartz; Bruce Nordman; Jordan Shackelford; Aditya Khandekar; Neal Jackson; Anand Prakash; Srijit Ghosh, and Erik Page.
01/2020

Deep Reinforcement Learning in Buildings: Implicit Assumptions and their Impact

Authors: Prakash, Anand; Samir Touzani; Mariam Kiran; Shreya Agarwal; Marco Pritoni, and Jessica Granderson.
11/17/2020

2019

Evaluation of the Need for and Design of a City Energy Operations System

Authors: Piette, Mary Ann; Reshma Singh, and Anand Prakash.
11/2019

Energy Reporting: Device Demonstration, Communication Protocols, and Codes and Standards

Authors: Nordman, Bruce; Margarita Kloss; Bijit Kundu; Nate Dewart; Anand Prakash; Laura Wong; Alanna Torres; Rachel Levine; Marco Pritoni; Jordan Shackelford; Heidi Werner; Rahul Athalye; Aditya Khandekar; Callie Clark; Chris Uraine, and Rebecca Aviles.