Claim · model-written summary
Overall energy consumption fell 18% against baseline control.
- Outcome
- overall energy consumptione0
- Direction
- decreasee0
- Value
- 18%e0
- Comparator
- baseline rule-based controle0
Not reportedTaxon
Verbatim
e0“outperformed the baseline rule-based control with a 28% increase in fresh biomass, a 22% improvement in dry matter accumulation, a 25% reduction in actuator duty-cycle switching, and an 18% decrease in overall energy consumption.”
Title
Alaa Kamal Yousif Dafhalla; Fawzia Awad Elhassan Ali; Asma Ibrahim Gamar Eldeen; et al. Information 2026. doi:10.3390/info17040354
Other claims from this paper (9)
- Method / resource The control model achieved R2 of 0.985.
- Method / resource The control model achieved temperature RMSE of 0.28 °C.
- Method / resource The IoT gateway had mean communication latency of 140 ms.
- Method / resource The IoT gateway had packet delivery reliability of 99.8%.
- Method / resource The control system maintained temperature within ±0.3 °C of its setpoint.
- Method / resource The control system maintained humidity within ±1.2% of its setpoint.
- Intervention effect Pepper fresh biomass increased 28% over baseline rule-based control.
- Intervention effect Pepper dry matter accumulation improved 22% over baseline rule-based control.
- Method / resource Actuator duty-cycle switching fell 25% against baseline control.