Standout Papers

Reinforced model predicti... 2022 2026 2023 2024 2022 40 80 120
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation benchmark for papers published in the same subfield and year, or reaches the top citation threshold in at least one of its specific research topics.

  1. Reinforced model predictive control (RL-MPC) for building energy management
    2022 129 citations Javier Arroyo, Carlo Manna et al. Applied Energy profile →

Immediate Impact

67 hit
Sub-graph 1 of 23

Citing Papers

LSTM and GRU type recurrent neural networks in model predictive control: A Review
2025 Hit
Multi-agent deep reinforcement learning based HVAC control for multi-zone buildings considering zone-energy-allocation optimization
2025 Hit
6 intermediate papers

Works of Carlo Manna being referenced

Reinforced model predictive control (RL-MPC) for building energy management
2022 Hit
An Open-AI gym environment for the Building Optimization Testing (BOPTEST) framework
2021
and 1 more

Author Peers

Peers are selected by citation overlap in the author's most active subfields. citations · hero ref

Author Last Decade Papers Cites
Carlo Manna 132 111 97 36 30 23 310
Kiam Beng Yeo 94 0.7× 105 0.9× 119 1.2× 32 0.9× 9 0.3× 40 312
Esteban Jove 113 0.9× 54 0.5× 97 1.0× 132 3.7× 32 1.1× 47 353
Kirubakaran Velswamy 112 0.8× 87 0.8× 183 1.9× 87 2.4× 13 0.4× 13 361
Sarafat Hussain Abhi 134 1.0× 23 0.2× 99 1.0× 26 0.7× 22 0.7× 20 351
Hayden Reeve 90 0.7× 79 0.7× 67 0.7× 9 0.3× 36 1.2× 33 293
Huimin Li 216 1.6× 31 0.3× 110 1.1× 36 1.0× 36 1.2× 21 345
Elnaz Yaghoubi 229 1.7× 28 0.3× 93 1.0× 52 1.4× 28 0.9× 20 344
Yisu Ge 117 0.9× 38 0.3× 29 0.3× 64 1.8× 27 0.9× 32 327
Huajian Zhou 60 0.5× 62 0.6× 118 1.2× 62 1.7× 11 0.4× 16 292
Mary E. Kaye 273 2.1× 69 0.6× 104 1.1× 69 1.9× 13 0.4× 24 363

All Works

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Rankless by CCL
2026