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    METHOD AND SYSTEM FOR OPTIMIZING HEATING, VENTILATION AND AIR CONDITIONING SYSTEM
    1.
    发明公开
    METHOD AND SYSTEM FOR OPTIMIZING HEATING, VENTILATION AND AIR CONDITIONING SYSTEM 审中-公开

    公开(公告)号：EP4414621A1

    公开(公告)日：2024-08-14

    申请号：EP23155475.9

    申请日：2023-02-08

    申请人： Robert Bosch GmbH

    发明人： Cola, Fabrizio ,  Tanyildiz, Baris

    IPC分类号： F24F11/62 ,  F24F11/64 ,  F24F120/10 ,  F24F120/20

    CPC分类号： F24F11/62 ,  F24F2120/1020180101 ,  F24F2120/2020180101 ,  F24F11/64

    摘要： A method (800) for controlling a heating, ventilation and air conditioning (HVAC) system (10a) by a controlling system (100) for each HVAC zone (80) in a building, the controlling system (100) comprising a HVAC information collector (102), a voting device (122), an occupancy collector (132), a processor (110), and an HVAC controller (104), the method (800) comprising: a step (814) of collecting HVAC information (12) of the HVAC system (10a) by the HVAC information collector (102); a step (830) of collecting comfort feedback information (20) from each of occupants (22) by the voting device (122); a step (850) of collecting occupancy information (30) of the occupants (22) by the occupancy collector (132); and a step (880) of obtaining, by the processor (110), a set of optimal HVAC setpoint values (46) for time steps of control horizon based on a trained zone temperature prediction model (16), a trained comfort feedback prediction model (24), a trained occupancy prediction model, the collected HVAC information (12), collected outdoor environment information (14), the collected comfort feedback information (20), and the collected occupancy information (30).

    SYSTEM AND METHOD FOR CONTROLLING A HEATING, VENTILATION AND AIR CONDITIONING SYSTEM
    2.
    发明公开
    SYSTEM AND METHOD FOR CONTROLLING A HEATING, VENTILATION AND AIR CONDITIONING SYSTEM 审中-公开

    公开(公告)号：EP4446823A1

    公开(公告)日：2024-10-16

    申请号：EP23167786.5

    申请日：2023-04-13

    申请人： Robert Bosch GmbH

    发明人： Cola, Fabrizio ,  Tanyildiz, Baris

    IPC分类号： G05B15/02

    摘要： A method 800 for controlling a heating, ventilation and air conditioning (HVAC) system 10 in a building using a controlling system 100, the controlling system 100 comprising a HVAC data collector 110, a user data collector 120, a processor 130 and an HVAC controller 140. The method 800 comprises: a step 810 of collecting HVAC data 12 of the HVAC system 10 by the HVAC data collector 110; a step 820 of collecting user data 22 of each of at least one user 20 by the user data collector 120; a step 830 of determining, by the processor 130, a state space data 30, an action space data 32 and a reward function 40 for each of a plurality of time windows of a day from the collected HVAC data 12, the collected user data 22, thermal comfort data 24 of the user 20 based on at least one target of a use pattern 14 of the time window; and a step 850 of obtaining, by the processor 130, optimal controlling action data 60 for each of the plurality of time windows of a day based on a reinforcement learning (RL) control algorithm 50 and the state space data 30 of the time window of a day for controlling the HVAC system 10. The respective use pattern 14 for each of the plurality of time windows of a day can be determined according to a schedule.

    HEATING, VENTILATION, AND AIR-CONDITIONING SYSTEM AND METHOD OF CONTROLLING A HEATING, VENTILATION, AND AIR-CONDITIONING SYSTEM
    3.
    发明公开
    HEATING, VENTILATION, AND AIR-CONDITIONING SYSTEM AND METHOD OF CONTROLLING A HEATING, VENTILATION, AND AIR-CONDITIONING SYSTEM 审中-公开

    公开(公告)号：EP4119861A1

    公开(公告)日：2023-01-18

    申请号：EP21184944.3

    申请日：2021-07-12

    申请人： Robert Bosch GmbH

    发明人： Tanyildiz, Baris ,  Pradipta, Justin ,  Cola, Fabrizio

    IPC分类号： F24F11/62 ,  F24F11/70

    摘要： Various aspects relate to a method of controlling a heating, ventilation, and air-conditioning, HVAC, system, the method including: controlling indoor environmental conditions using the HVAC system, detecting a load of the HVAC system, inputting detected indoor environmental conditions and detected outdoor environmental conditions into a load prediction model to generate a predicted load, and training the load prediction model to reduce a difference between the predicted load and the detected load of the HVAC system; determining requested indoor environmental conditions associated with a future time period; determining predicted outdoor environmental conditions within the future time period using a weather forecast; inputting the requested indoor environmental conditions and the predicted outdoor environmental conditions into the trained load prediction model to determine a predicted load for the future time period; controlling the HVAC system to reduce a load of the HVAC system within the future time period using the determined predicted load.

    SYSTEM AND METHOD FOR TRAINING A CONTROL STRATEGY FOR A HEATING, VENTILATION, AND AIR-CONDITIONING (HVAC) SYSTEM
    7.
    发明公开
    SYSTEM AND METHOD FOR TRAINING A CONTROL STRATEGY FOR A HEATING, VENTILATION, AND AIR-CONDITIONING (HVAC) SYSTEM 审中-公开

    公开(公告)号：EP4446824A1

    公开(公告)日：2024-10-16

    申请号：EP23167807.9

    申请日：2023-04-13

    申请人： Robert Bosch GmbH

    发明人： Cola, Fabrizio ,  Tanyildiz, Baris

    IPC分类号： G05B15/02 ,  F24F11/63

    摘要： Aspects concern a method for training a control strategy for a heating, ventilation, and air-conditioning, HVAC, system, comprising applying control actions to a set of HVAC units comprising a plurality of HVAC units, gathering feedback from each HVAC unit of the set of HVAC units regarding results of the control actions, training a first HVAC control strategy using reinforcement learning, wherein rewards are at least partially determined based on the feedback and sub-dividing the set of HVAC units into different sub-sets of HVAC units and, for each sub-set, refining the first HVAC control strategy to a respective second HVAC control strategy for the sub-set using reinforcement learning, wherein rewards are at least partially determined based on the feedback gathered for HVAC units of the sub-set.

    SYSTEM AND METHOD FOR CONTROLLING HVAC SYSTEM OF VEHICLE
    8.
    发明公开
    SYSTEM AND METHOD FOR CONTROLLING HVAC SYSTEM OF VEHICLE 审中-公开

    公开(公告)号：EP4385772A1

    公开(公告)日：2024-06-19

    申请号：EP22213748.1

    申请日：2022-12-15

    申请人： Robert Bosch GmbH

    发明人： Tanyildiz, Baris ,  Cola, Fabrizio ,  Ooi, Ching Sheng

    IPC分类号： B60H1/00 ,  B60K35/00 ,  B60R1/00

    CPC分类号： B60H1/00742 ,  B60H1/00792 ,  B60K35/00 ,  B60K2360/2120240101

    摘要： A method (800) for controlling a HVAC system (110) in a cabin (20) of a vehicle (10) comprising: a step (810) of collecting headcount data of passengers (30) in the cabin (20) by a counting system (120); a step (820) of capturing a plurality of images of an inside of the cabin (20) at different times by a camera (130); a step (822) of obtaining data of headcount of passengers (30) in the cabin (20) based on the captured images by a processor (150); a step (830) of validating the collected headcount data with the obtained data of headcount by the processor (150); a step (840) of obtaining thermal loads based on the collected headcount data, obtained data of location and density of the passengers (30), calculated humidity and heat generation, obtained solar thermal distribution along the cabin (20), collected HVAC information and collected location and time based weather forecast data by the processor (150).

    A TEMPERATURE CONTROLLER DEVICE, A METHOD AND A SYSTEM FOR DETERMINING A SETBACK TEMPERATURE
    9.
    发明公开
    A TEMPERATURE CONTROLLER DEVICE, A METHOD AND A SYSTEM FOR DETERMINING A SETBACK TEMPERATURE 审中-公开

    公开(公告)号：EP4191152A1

    公开(公告)日：2023-06-07

    申请号：EP21211724.6

    申请日：2021-12-01

    申请人： Robert Bosch GmbH

    发明人： Tanyildiz, Baris

    IPC分类号： F24F11/46

    摘要： Disclosed is a temperature controller device comprising a temperature sensor configured to obtain a first temperature reading within an enclosed area; an air intake sensor configured to derive a second temperature reading outside the enclosed area; a timer configured to measure an operating time of the temperature controller device; an input module configured to obtain a desired temperature and/or a setback duration; a processor operable to calculate: (i.) a first thermal load rate based on the first temperature and second temperature reading, and the operating time of the temperature controller device, and (ii.) a setback temperature; wherein the setback temperature is a function of the first thermal load rate, the setback duration, and the desired temperature. A method and system for determining a setback temperature associated with the temperature controller device are also disclosed.

    ENERGY DEMAND OPTIMIZATION AND CONTROL METHOD FOR REFRIGERATION AND AIR CONDITIONING SYSTEMS
    10.
    发明公开
    ENERGY DEMAND OPTIMIZATION AND CONTROL METHOD FOR REFRIGERATION AND AIR CONDITIONING SYSTEMS 审中-公开

    公开(公告)号：EP4446958A1

    公开(公告)日：2024-10-16

    申请号：EP23167811.1

    申请日：2023-04-13

    申请人： Robert Bosch GmbH

    发明人： Bhuiyan, Shihabul ,  Cola, Fabrizio ,  Tanyildiz, Baris

    IPC分类号： G06Q10/06 ,  F24F1/00 ,  F24F11/00 ,  G06Q10/063 ,  G06Q10/0631 ,  G06Q50/06 ,  G16Y10/35 ,  G16Y20/10 ,  G16Y20/30 ,  F24F130/10 ,  F24F140/60

    摘要： A Refrigeration And Air Conditioning, RAC, system and a method of operating a RAC system. The RAC system is configured to determine a renewable energy supply for powering the RAC system and/or determining a maximum power limit for the RAC system; determine whether the renewable energy supply and/or the maximum power limit are sufficient for operating the RAC system at a current temperature setting; adjust the current temperature setting if the renewable energy supply and/or the maximum power limit are not sufficient for operating the RAC system, wherein adjusting the current temperature setting comprises determining whether a new temperature setting such that the renewable energy supply and/or the maximum power limit are sufficient for operating the RAC system lies within a predetermined temperature range representative of an acceptable user comfort level variation; and generate a notification if the new temperature setting is outside the predetermined temperature range.