| A multi-scale optimization framework for electricity market participation AW Dowling, R Kumar, VM Zavala Applied Energy 190, 147-164, 2017 | 152 | 2017 |
| A stochastic model predictive control framework for stationary battery systems R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VM Zavala IEEE Transactions on Power Systems 33 (4), 4397-4406, 2018 | 68 | 2018 |
| Bayesian optimization with reference models: A case study in MPC for HVAC central plants Q Lu, LD González, R Kumar, VM Zavala Computers & Chemical Engineering 154, 107491, 2021 | 49 | 2021 |
| Stochastic model predictive control for central HVAC plants R Kumar, MJ Wenzel, MN ElBsat, MJ Risbeck, KH Drees, VM Zavala Journal of Process Control 90, 1-17, 2020 | 42 | 2020 |
| Building energy system with stochastic model predictive control and demand charge incorporation R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VMZ Tejeda US Patent App. 16/115,290, 2019 | 42 | 2019 |
| MPC controller tuning using Bayesian optimization techniques Q Lu, R Kumar, VM Zavala arXiv preprint arXiv:2009.14175, 2020 | 40 | 2020 |
| Benchmarking stochastic and deterministic MPC: A case study in stationary battery systems R Kumar, J Jalving, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, ... AIChE Journal 65 (7), e16551, 2019 | 29 | 2019 |
| Building energy system with stochastic model predictive control R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VMZ Tejeda US Patent 10,739,742, 2020 | 28 | 2020 |
| A stochastic dual dynamic programming framework for multiscale MPC R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VM Zavala IFAC-PapersOnLine 51 (20), 493-498, 2018 | 15 | 2018 |
| Hierarchical MPC schemes for periodic systems using stochastic programming R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VM Zavala Automatica 107, 306-316, 2019 | 11 | 2019 |
| Multisite supply planning for drug products under uncertainty AM Sampat, R Kumar, R Pushpangatha Kurup, K Chiu, VM Saucedo, ... AIChE Journal 67 (1), e17069, 2021 | 9 | 2021 |
| Dual dynamic programming for multi-scale mixed-integer MPC R Kumar, MJ Wenzel, MN ElBsat, MJ Risbeck, KH Drees, VM Zavala Computers & Chemical Engineering 148, 107265, 2021 | 8 | 2021 |
| Handling long horizons in MPC: A stochastic programming approach R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VM Zavala 2018 Annual American Control Conference (ACC), 715-720, 2018 | 5 | 2018 |
| Integrating MPC with learning-based and adaptive methods to enhance safety, performance and reliability in automated insulin delivery I Hajizadeh, MR Askari, R Kumar, VM Zavala, A Cinar IFAC-PapersOnLine 53 (2), 16149-16154, 2020 | 4 | 2020 |
| A hierarchical model predictive control approach for battery systems R Kumar, MJ Wenzel, MJ Ellis, MN ElBsat, KH Drees, VM Zavala International High Performance Buildings Conference, Paper 260, 2018 | 1 | 2018 |
| IDEAL COMMUNITIES R Kumar, J Jalving, VM Zavala CEP, 2022 | | 2022 |
| Stochastic Model Predictive Control for Central HVAC Plants R Kumar, VM Zavala 2020 AIChE Annual Meeting, 2020 | | 2020 |
| Multiscale Control of Energy Systems R Kumar The University of Wisconsin-Madison, 2020 | | 2020 |
| Adaptive Stochastic Predictive Control with Recursive Subspace Identification and Learning I Hajizadeh, MR Askari, R Kumar, VM Zavala, A Cinar 2019 AIChE Annual Meeting, 2019 | | 2019 |
| Benchmarking Stochastic and Deterministic MPC: A Case Study in Stationary Battery Systems R Kumar, VM Zavala 2019 AIChE Annual Meeting, 2019 | | 2019 |
Victor M ZavalaUniversity of Wisconsin-Madison & Argonne National LaboratoryE-mail confirmado em wisc.edu