WO2017122727A1 - Equipment management system, device, method, and program - Google Patents

Equipment management system, device, method, and program Download PDF

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Publication number
WO2017122727A1
WO2017122727A1 PCT/JP2017/000834 JP2017000834W WO2017122727A1 WO 2017122727 A1 WO2017122727 A1 WO 2017122727A1 JP 2017000834 W JP2017000834 W JP 2017000834W WO 2017122727 A1 WO2017122727 A1 WO 2017122727A1
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WIPO (PCT)
Prior art keywords
store
stores
information
sales
state
Prior art date
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PCT/JP2017/000834
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French (fr)
Japanese (ja)
Inventor
有紀子 勝木
祐輔 森
Original Assignee
日本電気株式会社
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Publication date
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Publication of WO2017122727A1 publication Critical patent/WO2017122727A1/en

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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R21/00Arrangements for measuring electric power or power factor
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/06Electricity, gas or water supply
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J13/00Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00Circuit arrangements for ac mains or ac distribution networks
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q9/00Arrangements in telecontrol or telemetry systems for selectively calling a substation from a main station, in which substation desired apparatus is selected for applying a control signal thereto or for obtaining measured values therefrom

Definitions

  • the present invention is based on a Japanese patent application: Japanese Patent Application No. 2016-003620 (filed on January 12, 2016), and the entire description of the application is incorporated herein by reference.
  • the present invention relates to a system, an apparatus and a method, and a program suitable for facility management of a store or the like.
  • EMS energy management system
  • HEMS Home EMS
  • BEMS Building and Energy Management System
  • BEMS aggregator Businesses that manage and support energy conservation in small and medium-sized buildings by introducing BEMS to high-voltage small-sized customers with contract power with power companies, for example, 50 kW (kilowatt) to less than 500 kW, and providing centralized management through cloud services
  • the usage information management operator is referred to as “BEMS aggregator”.
  • BEMS server cloud server
  • each device that performs demand monitoring, demand control, and system power measurement in a building is connected to a BEMS server (cloud server), and the power of the entire facility of the building or the power of each device such as an air conditioner / lighting device.
  • the measurement result is periodically transmitted to the BEMS server.
  • the demand value is changed based on the supply and demand tight information from the BEMS server, or the control of the air conditioning equipment etc. when the contracted power is exceeded (for example, switching from cooling to air blowing, shutdown, etc.) Is done.
  • each electric device connected to a distribution system of a building to which commercial power is supplied is specified, and an individual state of the specified electric device is grasped. Occasionally, each electrical device is shut down, and after recovery from an emergency, the energy to restore the authorized electrical device to the state recorded in the state management table (the table that records the normal state for each electrical device)
  • a management system is disclosed.
  • Patent Document 2 discloses a store information providing system that provides information on other stores having similar location conditions to a specific store.
  • the server receives location information and display information from the store client, extracts similar stores having location information similar to the location information, extracts stores with excellent sales results based on the sales information, Display information corresponding to excellent stores is extracted and transmitted to store clients.
  • power information of a processing device (cooking device) installed in a store is measured by a tap that is power measuring means, and based on the power information,
  • a store management system is disclosed in which an operation status is analyzed and a store clerk is informed of cooking based on the analysis result, thereby enabling efficient store operation.
  • Patent Document 4 discloses an electrical device using characteristic changes in the power waveform such as a step-like change or an instantaneous high power waveform. It is described that by determining this state, it is also possible to determine a period during which an electric device that does not include a power measuring device is not operating and a period during which power consumption is low.
  • Non-Patent Documents 1 and 2 the current waveform flowing through the main board of the distribution board is observed, the waveform is separated for each device by machine learning, artificial intelligence, etc. on the cloud server, and the power consumption for each device A device separation technique for estimating the amount and on / off of each device is disclosed.
  • the present invention has been developed in view of the above problems, and one of its purposes is information on whether the use of equipment in a store is appropriate or what operating state is appropriate. Is to provide an equipment management system, apparatus, method, and program.
  • a first means that receives power information of one store and acquires status information of at least one device installed in the one store.
  • first device status information acquisition unit receives power information of one store and acquires status information of at least one device installed in the one store.
  • 2nd means (2nd apparatus status information acquisition part) which acquires the status information of the apparatus corresponding to the said apparatus of the said one store installed in the store, The status information of the said apparatus of the said one store,
  • a facility management apparatus comprising: a third means (analyzing unit) for analyzing a use state of the device in the one store based on the device state information of the one or more other stores.
  • a server for communication connection with a communication device of a plurality of stores,
  • the communication device of each store transmits at least one of the power consumption and the power waveform of the device of each store to the server, and the server receives power information of one store and is installed in the one store.
  • a first means for acquiring status information of at least one device and a plurality of predetermined information items among the store information are extracted as stores similar to the one store.
  • Second means for acquiring status information of a device installed in the one or more other stores and corresponding to the device of the one store based on the power information of one or more other stores A second device state information acquisition unit), the device state information of the one store, and the device state information of the one or more other stores, the device in the one store.
  • the third means of analyzing the state of use analysis ) And, facilities management system with be provided.
  • a facility management method using a server that is connected to communicate with a plurality of stores, Receiving power information of one store, obtaining status information of at least one device installed in the one store, The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information Get information, An equipment management method for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores. Provided.
  • a first process of receiving power information of one store and acquiring status information of at least one device installed in the one store The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information
  • a second process of acquiring information A third process for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores; ,
  • a program for causing a computer to execute is provided.
  • a computer-readable recording medium semiconductor memory, magnetic recording medium, CD (Compact Disc) -ROM (Read Only Memory), etc.
  • CD Compact Disc
  • ROM Read Only Memory
  • FIG. 3 illustrates a server in an exemplary embodiment of the invention.
  • (A), (B), (C) is a figure which illustrates an example of the information of the memory
  • FIG. 7 is a diagram illustrating the basic concept of the present invention.
  • a store a store where multi-store development is performed, such as a supermarket or a convenience store, will be described as an example, but the present invention is not limited to these.
  • the facility management apparatus 100 receives the power information of one store (analysis target store), and acquires the status information of at least one device installed in the one store.
  • Information acquisition unit (first means: first device state information acquisition unit) 101 and a plurality of predetermined information items (for example, store size, location conditions, display merchandise, device configuration, sales) among store information Among the information items such as high, number of visitors, parking lot, etc., at least the store size and location conditions, or the store size, location conditions and equipment configuration items, or all items)
  • the one store (analysis) A device of a similar store that is installed in one or a plurality of other stores (similar stores) extracted as a store similar to the target store and acquires state information of the devices corresponding to the devices of the one store Status information Obtaining unit (second means: second device state information acquisition unit) 102, state information of the device of the one store (analysis target store), and one or more other stores (similar stores) ),
  • an analysis unit (third means) 103 that analyzes the usage state of the device at the
  • the device status information acquisition unit (first means) 101 of the store equipment, the status information acquisition unit (second means) 102 of the similar store device, and the analysis unit (third means) 103 are, for example, a processing device (processor) ) 104, each function / process may be realized by executing a program stored in the memory 105.
  • each of the means 101 to 103 may be configured to be mounted on a separate node.
  • the analysis unit (third means) 103 is in a non-operating state in the one store among the devices of the one store (analysis target store), but the one or more In other stores (similar stores), an operating device may be specified.
  • the device being in an operating state includes, for example, a state in which the power switch of the device is on and the device is consuming electric power normally consumed during operation.
  • the non-operating state includes a state that does not consume power normally consumed during operation, such as a state that is not in an operating state, such as a standby state.
  • the non-operating state may not include the following non-connected state.
  • the analysis unit 103 is in a disconnected state in the one store among the devices in the one store (analysis target store), but in the one or more other stores (similar stores), You may make it identify the apparatus of a connection or an operation state.
  • the device is in the connected state includes, for example, a state in which the power cord of the device is connected to an outlet and the main power switch is turned on (including a standby state in which the main power switch is turned on and the power switch is turned off). ).
  • the unconnected state refers to, for example, a state where the power cord of the device is disconnected from the outlet or a state where the main power switch of the device is turned off.
  • the analysis unit 103 calculates the sales of the device at the one store (analysis target store) and the sales of the device at the one or more other stores (similar stores).
  • the connection or operation state of the one or more other stores (similar stores) is superior in sales.
  • the device that is not connected or not operating in the store may be output as an instruction to set to the connected or operating state.
  • the comparison between the sales of the device at the one store and the sales of the device at the one or more other stores (similar stores) Sales may be compared.
  • As the time zone for example, 12:00 (noon) to 13:00, such as 1 hour unit or 30 minute unit, or several hours such as midnight, early morning, early morning, morning, morning, noon, afternoon, evening, night, etc. May be used.
  • the analysis unit 103 compares the sales of the one store (analysis target store) with the sales of the one or more other stores (similar stores), and the other stores (similar stores). ) Is superior in sales, it outputs an instruction to set the connected or non-operating device in the one store to the connected or operating state according to the state of the device in a similar store superior in sales. You may make it do.
  • the analysis unit 103 may set the operation timing of the device of the one store (analysis target store).
  • the analysis unit 103 includes predetermined information items (store size, location condition, display product, device configuration, sales, number of customers, etc., among store information). It is installed in the other store (similar store) similar to the one store (analysis target store) for a plurality of items such as conditions or all items), and corresponds to the device of the one store
  • the operation timing of the device in the one store may be set so as to be the same operation timing as the device in the other store that has higher sales than the one store.
  • the facility management apparatus 100 collects temperature information (time-series data) such as an electromagnetic cooker from the analysis target store, and obtains POS information from a POS (Point Of Sale) register installed in the analysis target store.
  • temperature information time-series data
  • POS Point Of Sale
  • the facility management apparatus 100 is mounted on an energy management system (EMS) server or the like.
  • EMS energy management system
  • the installation of the facility management apparatus 100 is not limited to the server.
  • FIG. 1 is a diagram schematically illustrating a system according to an exemplary embodiment of the present invention.
  • communication devices 21A to 21N installed in stores 20A to 20N are connected to the server 10 via a network such as the Internet.
  • the server 10 provides an EMS (Energy Management System) cloud service, it is hereinafter referred to as an EMS cloud server 10.
  • the server 10 is not limited to a server that provides a cloud service.
  • the EMS cloud server 10 may be configured to include the facility management apparatus 100 of FIG.
  • the EMS cloud server 10 may be a BEMS server.
  • the communication devices 21A to 21N of the stores 20A to 20N may be configured to include a gateway or a HEMS controller (or a HEMS terminal).
  • the communication devices 21A to 21N of the stores 20A to 20N may be configured by a HEMS controller, and the HEMS controller may be connected to the EMS cloud server 10 on the Internet via a mobile network (not shown).
  • the communication device 21 and the EMS cloud server 10 may be connected by a VPN (Virtual Private Network) using, for example, IPsec (Security Architecture for Internet Protocol).
  • the communication devices 21A to 21N of the stores 20A to 20N transmit the power consumption or current waveform of the store 20 to the EMS cloud server 10.
  • the communication devices 21A to 21N of the stores 20A to 20N are configured by, for example, a HEMS controller that has acquired SMA (Smart Meter Application) authentication, and the meter reading data (power consumption, etc.) of the smart meters 31A to 31N is B route. You may make it acquire from.
  • B route between the communication devices 21A to 21N and the smart meters 31A to 31N for example, wireless transmission such as 920 MHz (Mega Herz) band Wi-SUN (Wireless Smart Utility Network) may be used.
  • the communication devices 21A to 21N can acquire meter reading data (power consumption, etc.) from the smart meters 31A to 31N via the B route in real time (for example, every 30 seconds).
  • Meter reading data (power consumption, etc.) transmitted from the smart meters 31A to 31N to the communication devices 21A to 21N via the B route includes the total power consumption of the stores 20A to 20N.
  • the communication device 21A to 21N may be configured to include a wireless LAN (Local Area Network) broadband router or the like.
  • a plurality of branch breakers of the distribution board may be provided with a current detection device (current sensor) for each branch breaker, and current waveform data may be transmitted from the current detection device to the communication devices 21A to 21N by wireless transmission.
  • the EMS cloud server 10 acquires the power consumption or current waveform data in the store 20A from the communication device 21A of the store 20A, and the power consumption or current waveform data for each device.
  • Status information (operation information) for each device is acquired from the device.
  • the EMS cloud server 10 has, for example, status information (operation information) for each device.
  • the EMS cloud server 10 relates to a predetermined information item (store size, location conditions, sales, etc., preferably a plurality of information items) among the store information, and is similar to the store (20A) to be analyzed (similarity). From the communication device (21B, 21C) of one or more other stores (20B, 20C) extracted as a store), the power consumption or current waveform data at the other stores (20B, 20C) is acquired. The device status information (operation information) is acquired from the power consumption or current waveform data for each device. Extraction of similar stores may be performed by the EMS cloud server 10 based on store information managed by the EMS cloud server 10. Alternatively, the EMS cloud server 10 may inquire the headquarters 40 and acquire a store name or store ID similar to the store (20A) to be analyzed.
  • the EMS cloud server 10 includes the state information of the device of the store (20A) to be analyzed, the state information of the device that is installed in the similar store (20B, 20C) and is the same as or equivalent to the device of the store (20A). Based on the above, you may make it analyze the use condition of the said apparatus in the store (20A) of analysis object.
  • the EMS cloud server 10 is in a non-operating state in the analysis target store (20A), but identifies an apparatus in an operating state in the one or more other stores (similar stores) (20B, 20C). May be. That is, the EMS cloud server 10 compares the state of the device of the analysis target store (20A) with the state of the device of the one or more other stores (similar stores) (20B, 20C) in the same time zone, and performs analysis. In the target store (20A), it is determined whether there are devices in the similar stores (20B, 20C) corresponding to the devices in the non-operating state and in the operating state. Alternatively, the EMS cloud server 10 specifies a device that is not connected at the analysis target store (20A) but is connected or operating at the one or more other stores (20B, 20C). Also good.
  • the EMS cloud server 10 is based on the POS information and the like, for example, in the same time zone, sales of the device of the store (20A) to be analyzed (for example, total sales of products produced, processed, or stored in the device)
  • sales of the device (total sales of products produced, processed or stored in the device) of the one or more other stores (20B, 20C) are compared, and the store (20A) to be analyzed
  • the non-connected or non-operating equipment in the analysis target store (20A) May be output in accordance with the state of the device of the similar store that is superior in sales.
  • the EMS cloud server 10 may set the operation timing of the device in the store (20A) to be analyzed.
  • the operation timing of the device may be a time unit or a unit of 30 minutes.
  • the store to be analyzed ( The device of 20A) may be set so as to be in the operating state of the device of the similar store where the sales growth rate is high.
  • the connected or operating device in the analysis target store (20A) whether the corresponding device in the similar store (20B, 20C) is superior to the analysis target store (20A) in terms of sales or is not operating In the analysis target store (20A), the connected device or the operating state of the device (if there are a plurality of devices, it may be a part of the device), the operation state of the device of a similar store superior in sales Accordingly, an instruction to set to a non-connected state or a non-operating state may be output. This is effective in reducing the cost by setting a device that cannot be used at a high rate in a store to a non-operating state.
  • the EMS cloud server 10 has a store (20A) similar to the store (20A) to be analyzed with respect to predetermined information items (preferably, a plurality of information items such as store size, location conditions, and sales) among store information.
  • predetermined information items preferably, a plurality of information items such as store size, location conditions, and sales
  • devices that are installed in 20B and 20C) and that correspond to the device (for example, an electromagnetic cooker for deep-fried food) in the store to be analyzed (20A) (in addition to the same device, devices that are equivalent and have the same function)
  • the operation timing (operating and / or non-operating) is the same as or equivalent to the equipment (for example, an electromagnetic cooker for deep-fried food) of a similar store (for example, 20B) that has higher sales than the store (20A) to be analyzed.
  • the device of the analysis target store (20A) may be set so as to be the operation timing of the corresponding device of the similar store having a high sales growth rate.
  • the EMS cloud server 10 is based on the POS information from the analysis target store (20A) and similar stores (for example, 20B, 20C), for example, products related to the device of the one store (20A) in the same time zone (for example, Compare the sales (or sales) of fried food cooked with an electromagnetic cooker for fried foods with the sales (or sales) of products (for example, fried foods) related to equipment in similar stores (for example, 20B, 20C)
  • the operation timing is the same as or equivalent to the device of a similar store (for example, 20B) that has more sales (or the number of units sold) than the device (electromagnetic cooker for fried food) of the store (20A) to be analyzed.
  • the operation state of the device of the one store (20A) may be set so that the operation timing and the like may be reached.
  • the corresponding store with a high rate of sales of related products can be used for the appliance (for example, an electromagnetic cooker for fried food) in the store (20A) to be analyzed.
  • You may set so that it may become the operation timing (operation and / or non-operation timing, etc.) of the apparatus to perform.
  • the case where the sales are superior is that the sales in real time based on the POS information acquired in real time from the POS terminal or the like of the store is high, or a specific period (for example, a predetermined time section in one day) 1 day unit, week unit, month unit, etc.) may be included.
  • FIG. 2A is a diagram schematically illustrating an example of the configuration of the store 20 in FIG.
  • the communication device 21 is configured with a HEMS controller, and meter reading data (power consumption, etc.) of the smart meter 31 is acquired from the B route.
  • the meter reading data (power consumption, etc.) acquired by the HEMS controller from the smart meter 31 through the B route includes information on the power consumption of the entire store 20.
  • at least one branch breaker (not shown) of the distribution board 22 is provided with a current sensor (CT: Current Transformer) 23 for detecting a current flowing through the branch breaker, and the current sensor 23 is wirelessly transmitted to the communication device 21. Current waveform data may be transmitted.
  • CT Current Transformer
  • the current sensor 23 may be configured by a zero-phase-sequence current transformer (ZCT), a Hall element, or the like.
  • ZCT zero-phase-sequence current transformer
  • the current sensor 23 samples a current waveform (analog signal) with an analog / digital converter (not shown), converts it to a digital signal, compresses and encodes it with an encoder (not shown), and then sends it to the communication device 21 such as Wi-SUN. It is also possible to transmit wirelessly.
  • ZCT zero-phase-sequence current transformer
  • FIG. 2A shows a configuration in which devices 24A to 24C are connected to one branch of the distribution board 22 and one current sensor 23 is connected to the branch for the convenience of drawing.
  • a plurality of current sensors 23 may be connected to a plurality of branch breakers, respectively.
  • the EMS cloud server 10 acquires meter reading data (power consumption, etc.) of the smart meter 31 in real time from the B route.
  • Meter reading data (power consumption, etc.) acquired from 20 smart meters 31 via the A route may be acquired as power consumption of the store 20.
  • the EMS cloud server 10 may acquire the power consumption of the store 20 from the power supply business owner 30 via the network.
  • the EMS cloud server 10 may access the information providing site of the power supplier 30 and acquire the power consumption of the store 20 (or its transition information, etc.). Power consumption information before and after time).
  • FIG. 2B is a diagram illustrating a current waveform acquired by the current sensor 23 connected to the branch breaker (not shown) of the distribution board 22 of FIG. 2A.
  • the EMS cloud server 10 separates the current waveform data of FIG. 2B into the consumption current waveforms of the devices 24A to 24C connected to the branch breaker of the distribution board.
  • FIGS. 2C to 2E show current waveforms separated for each of the devices 24A to 24C.
  • the EMS cloud server 10 may use, for example, device separation techniques described in Non-Patent Documents 1 and 2 and the like for current waveform separation. You may separate the current waveforms of multiple devices using device separation technology as described above, but use device separation technology by connecting a smart tap between the power outlet and the device for each device. Alternatively, the current waveform for each device may be acquired.
  • the EMS cloud server 10 receives state information from the communication device 21 via a server (device separation server) that performs device separation, the device separation is performed in the server, and the state information for each separated device is obtained.
  • the EMS cloud server 10 may be configured to receive.
  • FIG. 3 is a diagram schematically illustrating a configuration example of the EMS cloud server 10.
  • the EMS cloud server 10 includes a store device status information acquisition unit (first device status information acquisition unit) 11, a similar store device status information acquisition unit (second device status information acquisition unit). ) 12, an analysis unit 13, an analysis result report unit 14, a storage unit 15, a storage management unit 16, a communication unit 17, and a control unit 18.
  • the communication unit 17 of the EMS cloud server 10 includes a transmission unit and a reception unit (not shown), and a communication device (21A to 21N in FIG. 1) of a plurality of stores 20A to 20N and a communication device (not shown) of the headquarter 40, for example, the Internet Communication connection is established via a network such as 60.
  • the device state information acquisition unit 11 of the store of the EMS cloud server 10 acquires the power consumption and current waveform data transmitted from the communication device (21A) of the analysis target store (for example, 20A), and the device in the store (20A). Acquire information such as the operating status of.
  • the communication device 21A in the analysis target store (20A) includes a HEMS gateway and has a function of managing the operation state of the device in the target store
  • the state information acquisition unit 11 of the target store You may make it acquire state information, such as an operating state of the apparatus in the said analysis object store (20A), from the communication apparatus (21A) of the store (20A).
  • the HEMS gateway can detect the operating state of each device by communicating with the device, so that the state information for each device can be detected without going through a server that implements the device separation technology. May be obtained.
  • the device status information acquisition unit 12 of the similar store of the EMS cloud server 10 is installed in a store extracted as a store similar to the target store, and stores the status information of the device corresponding to the device of the analysis target store (20A). get.
  • the analysis unit 13 of the EMS cloud server 10 compares the device state information in the analysis target store (20A) with the device operation state information in the similar store, and analyzes the device use state in the analysis target store (20A). To do.
  • the analysis result reporting unit 14 of the EMS cloud server 10 transmits the analysis result of the usage state of the device in the analysis target store (20A) via the communication unit 17 to the communication device 21 or the headquarter 40 of the analysis target store (20A). To report to.
  • the storage unit 15 includes, for example, a semiconductor memory such as an HDD (Hard Disk Drive) device or an SSD (Solid State Drive) including a batch erasable electrically rewritable ROM (Read Only Memory).
  • a semiconductor memory such as an HDD (Hard Disk Drive) device or an SSD (Solid State Drive) including a batch erasable electrically rewritable ROM (Read Only Memory).
  • the storage unit 15 stores information generated or generated by the units 11 to 14: ⁇ store information, ⁇ Store power consumption, current waveform, -Status information of the equipment in the store to be analyzed, ⁇ Status information of equipment at similar stores, -POS information (POS information for stores subject to analysis and similar stores) Etc. are stored and retained.
  • the store information may be obtained by acquiring a part of the information from the head office 40 that is a client of the cloud service.
  • the power consumption and current waveform of the store stored in the storage unit 15 are obtained by receiving the information transmitted from the communication device 21A or the like such as the store 20A by the communication unit 17.
  • the store device state information stored in the storage unit 15 is information obtained by the store device state information acquisition unit 11 of the device state information of the store to be analyzed (20A).
  • the device state information of the similar stores (20 ⁇ / b> B and 20 ⁇ / b> C) is information acquired by the device state information acquisition unit 12 of the similar store.
  • the POS information stored in the storage unit 15 is POS information received from the analysis target store (20A) and the similar stores (20B, 20C) via the communication unit 17.
  • the POS information may be acquired via the communication device 21A such as the store 20A.
  • the POS cloud server 10 may acquire the POS information transmitted from the stores 20A to 20N to the headquarter 40 from the headquarter 40 and store it in the storage unit 15.
  • the storage management unit 16 controls data writing to the storage unit 15 and data reading from the storage unit 15.
  • the control unit 18 controls the operations of the device state information acquisition unit 11 of the store, the device state information acquisition unit 12 of the similar store, the analysis unit 13, and the analysis result report unit 14.
  • the state information acquisition unit 11 of the store equipment, the state information acquisition unit 12 of the similar store device, the analysis unit 13, the analysis result report unit 14, the control unit 18, and a part of the communication unit 17 are an EMS cloud server.
  • the function may be realized by a program executed on a processor (not shown) constituting the computer 10.
  • the program may be stored in the storage unit 15, and the processor may read the program into a main memory (not shown) and execute the program.
  • FIG. 4A is a diagram illustrating an example of a representative example of store information stored in the storage unit 15 in FIG.
  • Store information includes identification information (ID), store name (name), address, location, sales floor area, product information (such as a list of products displayed and sold in the store), sales, number of customers, equipment information, etc. Yes.
  • ID identification information
  • name name
  • address address
  • location location
  • sales floor area product information (such as a list of products displayed and sold in the store)
  • product information such as a list of products displayed and sold in the store
  • sales number of customers, equipment information, etc. Yes.
  • the device information is represented as a pointer to the data in FIG.
  • the device information includes columns of device ID, classification, device name, product number, installation location, nominal power, operating state, power consumption, etc., as shown in FIG. 4 (B).
  • the power consumption column may point to the time series data of power consumption or the location of current waveform data (record data, file, etc.) instead of actual data.
  • the operating state may be set by the device state information acquired by the device state information acquisition unit 11 of the store.
  • information items of the store information in FIG. 4A for example, information such as sales floor space, equipment configuration (the size and number of air-conditioning equipment, refrigeration / refrigeration equipment), location, product information, sales, etc. You may use for extraction of a similar store. In this case, for example, all of the information elements (items) such as the store size, location conditions, sales, and display merchandise are similar, or the stores are classified into the same group.
  • the EMS cloud server 10 based on the sales floor area, for example, (1) less than 50 square meters, (2) 50-74 square meters, (3) 75-99 square meters, (4) 100-149 square meters , (5) 150 to 199 square meters, (6) 200 square meters or more, etc., and regarding the sales area, the same store as the classification of the store scale to be analyzed may be extracted.
  • the store scale is based on the parking area (number of parked vehicles), etc. (1) No parking, (2) 1-5, (3) 6-10, (4) 11-20 You may make it classify
  • the stores may be divided into several groups based on the average daily sales of the stores, the weekly sales, or the monthly sales.
  • the equipment configuration of the store may be divided into several groups based on the number of air-conditioning equipment, refrigeration / freezing equipment, the number of lighting fixtures, and the like.
  • the location conditions of the store may be classified according to the environment around the store, facility buildings installed around the store, and the like. For example, whether the store is (1) near a station with many passengers, (2) near a bus stop, (3) in an office building district, (4) a school near (5) It may be classified based on whether it is along a city road or a prefectural road where there is little traffic but there is a large amount of traffic, etc. . Furthermore, you may make it classify
  • the analysis target store and the comparison target store are compared, and if they match each other, the integrated value of the disagreement regarding each item is determined as 0 if they match each other and 1 if they do not match.
  • Stores that are equal to or less than a predetermined value if the analysis target store and the comparison target store match in all items, the mismatched integrated value is 0 may be set as similar store candidates.
  • the EMS cloud server 10 obtains a category (for example, sales floor area: 75 to 99 square meters of (3), location: residential area) corresponding to the sales floor area and location conditions of the store to be analyzed, and the store size and location conditions are the same.
  • the stores of the category are extracted as candidates for similar stores, and from the extracted candidates for similar stores, the stores having the same device configuration, display product, number of visitors, etc., or predetermined proximity categories are selected as similar stores.
  • the selection may be made in multi-stage. Rather than judging the similarity of store size or location etc. with a single information item, the search range of similar store candidates is narrowed down based on multiple information items such as store size and location, etc. It is possible to improve the accuracy of determining similar stores by extracting similar stores based on similarities related to sales of displayed products, the number of visitors, and products processed or stored on equipment (for example, fried foods and Chinese buns). .
  • FIG. 4C is a diagram illustrating an example of the analysis result report created by the analysis result report unit 14 of FIG.
  • the analysis result of the analysis target store (name: store A) is the comparison result of the store ID, store name, target device, device ID, name, product number, and status information (with similar store devices) Including different time zones and operating states).
  • the electromagnetic cooker for deep-fried food at the analysis target store (name: A store) is off at 11: 30-12: 00
  • the Chinese bun with analysis target name: A store
  • the incubator is off from 14:00 to 15:00, but in similar stores with similar store sizes, location conditions, etc., it is assumed that the electromagnetic cooker and the Chinese bun incubator are both on during that time period. .
  • sales of fried food cooked by an electromagnetic cooker for example, sales and sales numbers before and after 12: 00-13: 00
  • sales of Chinese bun incubators such as sales and number of sales before and after 14: 00-15: 00
  • the analysis result report unit 14 turns on (operates) the electromagnetic cooker at the analysis target store (name: A store) from 11:30 to 12:00, and keeps the Chinese bun warming at the analysis target store (name: A store).
  • the report may include an instruction to turn on (operate) the device from 14:00 to 15:00.
  • the analysis result is transmitted to the head office 40 and the analysis target store 20 via the analysis result reporting unit 14 and the communication unit 17 of FIG.
  • the analysis result report unit 14 gives an instruction to turn on the electromagnetic cooker for the deep-fried food of the store A during the time period 11:30 to 12:00.
  • the sales of fried food in the time zone of 1:00 is superior to that of store A.
  • the fried food electromagnetic cooker is turned on and the preparation and cooking of the fried food are started. This is because it is recommended to prepare for sales from 00.
  • it can be expected that the sales of the fried food at store A will increase to the same sales as stores with similar store sizes, location conditions, etc.
  • the operation setting of the target device in the analysis target store (A store) may be set to be the same or almost the same operation timing (time zone) as the devices of similar stores (B, C stores).
  • FIG. 5 is a flowchart for explaining an example of the operation of the EMS cloud server 10 in the present embodiment described with reference to FIG.
  • the EMS cloud server 10 acquires the current waveform data of the branch breaker from the communication device 21A of the analysis target store 20A (S11).
  • the device state information acquisition unit 11 of the store of the EMS cloud server 10 separates the current waveform of each device of the analysis target store 20A by the device separation technique (S12).
  • the device state information acquisition unit 11 of the store in the EMS cloud server 10 acquires device state information (operation state) (S13).
  • the device status information acquisition unit 12 of the similar store of the EMS cloud server 10 states the device status of the similar stores 20B and 20C extracted as similar to the store 20A to be analyzed in terms of store size, location conditions, sales, number of customers, and the like. Information (operation state) is acquired (S14).
  • the analysis unit 13 of the EMS cloud server 10 compares and analyzes the status information of each device in the analysis target store 20A and the status information of the devices in the similar stores 20B and 20C (S15).
  • the analysis unit 13 individually sells products (for example, deep-fried food and Chinese buns) processed (manufactured) and sold using equipment based on the POS information of the analysis target store 20A and the POS information of the similar stores 20B and 20C. Based on the height, the state information of the device of a similar store with higher sales than the sales of the store 20A to be analyzed may be compared with the state information of the device of the store 20A to be analyzed.
  • the analysis result report unit 14 of the EMS cloud server 10 receives the analysis result of the analysis unit 13, creates an analysis result report, and transmits the analysis result report to the headquarter 40 and the analysis target store 20A via the communication unit 17 (S16). Note that the analysis result report unit 14 of the EMS cloud server 10 may transmit the analysis result report to the similar stores 20B, 20C, etc. with the consent of the analysis target store 20A.
  • FIG. 6 is a flowchart illustrating an example of a procedure for acquiring the state information (S14) of the device of the similar store in FIG.
  • the device status information acquisition unit 12 of similar stores in the EMS cloud server 10 classifies, for example, a plurality of stores that are substantially equivalent in store size, location, sales, and number of visitors into the same group (cluster) (S131). .
  • the classification of the stores into clusters in step S131 is performed by the device status information acquisition unit 12 of the similar store, and the EMS cloud server 10 groups the stores 20 from the headquarters 40 that supervises the stores 20 (groups). You may make it acquire the information classified into these, or related information.
  • the device status information acquisition unit 12 of the similar store acquires the power information of the similar store from the communication device of the similar store (S132).
  • the device status information acquisition unit 12 of the similar store device acquires time series information (state information) of the power consumption of the device of the similar store by performing device separation or the like (S133).
  • the state information acquisition unit 12 of the similar store device acquires the state information of the same device (for example, an electromagnetic cooker or a Chinese bun incubator) as the analysis target store device, and passes it to the analysis unit 13 (S134).
  • the same device for example, an electromagnetic cooker or a Chinese bun incubator
  • an analysis is made as to whether or not the use state of the device in the store is appropriate, and further, what kind of operation is performed based on the state information of the device of a similar store that has higher sales with respect to the device. It is possible to provide information on whether the state is appropriate.
  • the head office that manages the store can provide feedback information that enables verification of whether the operation timing of the device in the store is appropriate.
  • the EMS cloud server 10 includes at least one of POS information of a store, an electromagnetic cooker for fried foods in a store, a Chinese bun warmer, a donut warmer, an electric oden pan, a coffee machine, and the like.
  • Device temperature information temperature detected by a temperature sensor
  • power information from a store may be separated to extract power information for each device.
  • the EMS cloud server 10 extracts information about when, how much, and how many products such as fried food were sold from the POS information of the store, and the operation time of the corresponding device (electromagnetic cooker for fried food etc.) From the relationship, you may be made to report as an analysis result how much goods (fried food) should be cooked at which timing.
  • the EMS cloud server 10 further predicts the amount of sales based on weather information and event information, and reports as an analysis result how much product (fried food) should be cooked at what timing. May be.
  • the EMS cloud server 10 determines, based on the POS information of the analysis target store and the similar store, the cooking device of the product in the similar store where the sales of a certain product (for example, deep-fried food, intermediate steam etc.) are higher than the analysis target store. Based on the analysis results of operating hours, weather information such as weather forecasts, and event information such as events at the venue near the store, forecast the time period when the sales of the product will increase or peak, etc. You may make it calculate the time slot
  • the facility management apparatus is mounted on the EMS cloud server 10 that is connected to the Internet or the like and provides a cloud service.
  • Any node that can acquire a waveform or the like may be mounted on any network node.
  • Patent Documents 1-4 and Non-Patent Documents 1 and 2 above are incorporated herein by reference.
  • the embodiments and examples can be changed and adjusted based on the basic technical concept.
  • Various combinations or selections of various disclosed elements are possible within the scope of the claims of the present invention. . That is, the present invention of course includes various variations and modifications that could be made by those skilled in the art according to the entire disclosure including the claims and the technical idea.
  • (Appendix 1) First means for receiving power information of one store and obtaining status information of at least one device installed in the one store; The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information A second means for obtaining information; A third means for analyzing a use state of the device in the one store based on state information of the device in the one store and state information of the device in the one or more other stores; , An equipment management apparatus comprising:
  • the third means includes The facility management apparatus according to appendix 1, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores identifies a device in a connected or operating state. .
  • the third means includes Comparing the sales of the device of the one store with the sales of the device of the one or more other stores; For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store.
  • the facility management apparatus according to claim 1 or 2, wherein an instruction to set the device in a state of connection or operation is output according to the state of the device of the other store that is superior in sales.
  • the third means includes Comparing the sales of the one store with the sales of the one or more other stores; When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales.
  • the facility management apparatus according to appendix 1 or 2, characterized in that:
  • the third means includes The equipment management device according to any one of appendices 1 to 4, wherein the operation timing of the device of the one store is set.
  • the third means includes Installed in the other store similar to the one store, the device corresponding to the device of the one store, the same as the device of the other store with higher sales than the one store.
  • the facility management device according to any one of appendices 1 to 5, wherein the operation timing of the device of the one store is set so as to be the operation timing.
  • the second means is characterized in that the one or more other stores similar to the one store are extracted based on at least the store size and location conditions in the store information. 6.
  • the facility management apparatus according to any one of 6.
  • Appendix 8 A server device comprising the equipment management device according to any one of appendices 1 to 7 and communicatively connected to a communication device of a store where the equipment is installed.
  • (Appendix 9) Including a server for communication connection with communication devices of a plurality of stores;
  • the communication device of each store is Transmitting at least one of the power consumption and the power waveform of the equipment of each store to the server,
  • the server First means for receiving power information of one store and obtaining status information of at least one device installed in the one store;
  • a device installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined predetermined information items in the store information and corresponding to the device of the one store
  • a facility management system characterized by comprising:
  • the third means includes The facility management system according to appendix 9, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores specifies a device in a connected or operating state. .
  • the third means includes Comparing the sales of the device of the one store with the sales of the device of the one or more other stores; For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store 11.
  • the facility management system according to claim 9 or 10 wherein an instruction to set the device in a state of connection or operation is output in accordance with the state of the device in the other store that is superior in sales.
  • the third means includes Comparing the sales of the one store with the sales of the one or more other stores; When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales.
  • the facility management system according to appendix 9 or 10, wherein the instruction is output.
  • the third means includes The equipment management system according to any one of appendices 9 to 12, wherein an operation timing of the device of the one store is set.
  • the third means includes Installed in the other store similar to the one store, the device corresponding to the device of the one store, the same as the device of the other store with higher sales than the one store.
  • the facility management system according to any one of appendices 9 to 13, wherein the operation timing of the device of the one store is set so as to be the operation timing.
  • the second means includes The one or more other stores similar to the one store are extracted based on at least the store scale and location conditions in the store information, according to any one of appendices 9 to 14, Equipment management system.
  • a facility management method using a server for communication connection with a plurality of stores Receiving power information of one store, obtaining status information of at least one device installed in the one store, The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information Get information, Based on the state information of the device of the one store and the state information of the device of the one or more other stores, the use state of the device in the one store is analyzed.
  • a facility management method characterized by that.
  • Appendix 18 Comparing the sales of the device of the one store with the sales of the device of the one or more other stores; For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store 18.
  • Appendix 20 The facility management method according to any one of appendices 16 to 19, wherein an operation timing of the device in the one store is set.
  • the one or more other stores that are similar to the one store are extracted based on at least the store scale and location conditions in the store information. Equipment management method.
  • (Appendix 23) A first process of receiving power information of one store and obtaining status information of at least one device installed in the one store; The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information A second process of acquiring information; A third process for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores; , A program that causes a computer to execute.
  • the third process includes The program according to appendix 23, wherein the one store is in a disconnected or non-operating state, but the device in the one or more other stores specifies a connected or operating device.
  • the third process includes Comparing the sales of the device of the one store with the sales of the device of the one or more other stores; For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store 25.
  • the third process includes Comparing the sales of the one store with the sales of the one or more other stores; When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales.
  • the program according to any one of appendices 23 to 25, wherein the instruction is output.
  • the third process includes The program according to any one of appendices 23 to 26, wherein the operation timing of the device in the one store is set.
  • the third process includes Installed in the other store similar to the one store, the device corresponding to the device in the one store, the same as the device in the other store with higher sales than the one store.
  • the second process includes One or more other stores similar to the one store are extracted based on at least the store scale and location conditions in the store information. Program.
  • EMS cloud server 10 servers (EMS cloud server) 11 Store device status information acquisition unit 12 Similar store device status information acquisition unit 13 Analysis unit 14 Analysis result report unit 15 Storage unit 16 Storage management unit 17 Communication unit 18 Control unit 20, 20A-20N Store 21, 21A- 21N Communication device 22 Distribution board 23 Current sensors 24A to 24C Equipment 30 Electric power supplier 31, 31A-31N Meter (smart meter) 40 headquarters (management center) 60 Internet 100 Equipment Management Device 101 Store Device Status Information Acquisition Unit 102 Similar Store Device Status Information Acquisition Unit 103 Analysis Unit 104 Processing Device (Processor) 105 memory

Abstract

The present invention enables the provision of information indicating whether or not the use of a device in a store is appropriate, or indicating what operating state is appropriate. The equipment management device: acquires state information of at least one device disposed in one store upon receipt of electric power information of the one store; acquires state information of a device which is disposed in one or multiple other stores and which corresponds to the device in the one store upon receipt of electric power information of one or multiple other stores which are extracted as stores similar to the one store in regard to predetermined multiple information items in store information; and analyzes the use state of the device in the one store on the basis of the state information of the device in the one store and the state information of the device in the one or multiple other stores.

Description

設備管理システムと装置と方法並びにプログラムEquipment management system, apparatus, method and program
 [関連出願についての記載]
 本発明は、日本国特許出願:特願2016-003620号(2016年1月12日出願)に基づくものであり、同出願の全記載内容は引用をもって本書に組み込み記載されているものとする。
 本発明は、店舗等の設備管理に好適なシステム、装置と方法並びにプログラムに関する。
[Description of related applications]
The present invention is based on a Japanese patent application: Japanese Patent Application No. 2016-003620 (filed on January 12, 2016), and the entire description of the application is incorporated herein by reference.
The present invention relates to a system, an apparatus and a method, and a program suitable for facility management of a store or the like.
 コンビニエンスストア(以下、「コンビニ」と略記する)やスーパーマーケット(以下、「スーパー」と略記する)等の店舗において、該店舗に設置される照明設備、空調設備、冷凍・冷蔵設備、電磁調理器等の調理設備等の各種電気設備(「機器」ともいう)の節電、省電力化が求められている。 In stores such as convenience stores (hereinafter abbreviated as “convenience stores”) and supermarkets (hereinafter abbreviated as “supermarkets”), lighting equipment, air conditioning equipment, freezing / refrigeration equipment, electromagnetic cookers, etc. installed in the stores There is a demand for power saving and power saving of various electric facilities (also called “equipment”) such as cooking facilities.
 近時、節電や電力使用量の可視化のために機器制御等を行うエネルギー管理システム(Energy Management System:EMS)が実用化されている。例えば住宅向けEMSはHEMS(Home EMS)、商用ビル向けEMSはBEMS(Building and Energy Management System)とも称せられている。 Recently, an energy management system (EMS) that performs device control for power saving and visualization of power consumption has been put into practical use. For example, EMS for homes is also called HEMS (Home EMS), and EMS for commercial buildings is also called BEMS (Building and Energy Management System).
 電力会社との契約電力が例えば50kW(kilowatt)~500kW未満の高圧小口需要家にBEMSを導入するとともに、クラウドサービス等により集中管理を提供し中小ビル等の省エネを管理・支援する事業者(エネルギー利用情報管理運営者)を「BEMSアグリゲータ」という。BEMSシステムでは、例えばビル内でデマンド監視、デマンド制御、系統電力計測を行う各装置がBEMSサーバ(クラウドサーバ)に接続され、ビルの設備全体の電力あるいは空調機器・照明機器等機器毎の電力の測定結果をBEMSサーバに定期的に送信する。また、BEMSシステムでは、BEMSサーバからの需給逼迫情報等に基づきデマンド値を変更したり、契約電力を超えそうになると空調設備等の制御等(例えば冷房から送風への切り替えや、運転停止等)が行われる。 Businesses that manage and support energy conservation in small and medium-sized buildings by introducing BEMS to high-voltage small-sized customers with contract power with power companies, for example, 50 kW (kilowatt) to less than 500 kW, and providing centralized management through cloud services The usage information management operator) is referred to as “BEMS aggregator”. In a BEMS system, for example, each device that performs demand monitoring, demand control, and system power measurement in a building is connected to a BEMS server (cloud server), and the power of the entire facility of the building or the power of each device such as an air conditioner / lighting device. The measurement result is periodically transmitted to the BEMS server. In addition, in the BEMS system, the demand value is changed based on the supply and demand tight information from the BEMS server, or the control of the air conditioning equipment etc. when the contracted power is exceeded (for example, switching from cooling to air blowing, shutdown, etc.) Is done.
 なお、EMSの関連技術として、例えば特許文献1には、商用電力が供給される建物の配電系統に接続される各々の電気機器を特定し、特定した電気機器の個別の状態を把握し、非常時に、各々の電気機器を稼動停止させ、非常時からの回復後に、許可された電気機器を状態管理テーブル(電気機器ごとの通常時における状態を記録したテーブル)に記録された状態に復旧させるエネルギー管理システムが開示されている。 As a related technology of EMS, for example, in Patent Document 1, each electric device connected to a distribution system of a building to which commercial power is supplied is specified, and an individual state of the specified electric device is grasped. Occasionally, each electrical device is shut down, and after recovery from an emergency, the energy to restore the authorized electrical device to the state recorded in the state management table (the table that records the normal state for each electrical device) A management system is disclosed.
 また、店舗の管理として、例えば特許文献2には、特定店舗に立地条件の類似した他店舗の情報を提供する店舗情報提供システムが開示されている。このシステムにおいて、サーバは、店舗クライアントから立地情報と陳列情報を受信し、当該立地情報に類似した立地情報を持つ類似店舗を抽出し、販売情報に基づいて販売成績の優良な店舗を抽出し、優良店舗に対応する陳列情報を抽出し店舗クライアントに送信する。 Further, as a store management, for example, Patent Document 2 discloses a store information providing system that provides information on other stores having similar location conditions to a specific store. In this system, the server receives location information and display information from the store client, extracts similar stores having location information similar to the location information, extracts stores with excellent sales results based on the sales information, Display information corresponding to excellent stores is extracted and transmitted to store clients.
 電力情報に基づく店舗管理として、例えば特許文献3には、店舗に設置された加工機器(調理機器)の電力情報を電力測定手段であるタップによって測定し、その電力情報に基づいて、調理機器の稼働状況を分析し、分析結果に基づいて店員に調理を促す報知を行うことより、効率のよい店舗運用ができる店舗管理システムが開示されている。 As store management based on power information, for example, in Patent Document 3, power information of a processing device (cooking device) installed in a store is measured by a tap that is power measuring means, and based on the power information, A store management system is disclosed in which an operation status is analyzed and a store clerk is informed of cooking based on the analysis result, thereby enabling efficient store operation.
 電力波形から機器の状態を判別する関連技術(機器分離技術)として、特許文献4には、階段状の変化や瞬間的な高電力波形等、電力波形の特徴的な変化を利用して電気機器の状態を判別することで、電力測定装置を備えていない電気機器についても、動作していない期間や消費電力の少ない期間を判別することが記載されている。 As a related technique (equipment separation technique) for discriminating the state of a device from a power waveform, Patent Document 4 discloses an electrical device using characteristic changes in the power waveform such as a step-like change or an instantaneous high power waveform. It is described that by determining this state, it is also possible to determine a period during which an electric device that does not include a power measuring device is not operating and a period during which power consumption is low.
 非特許文献1、2には、分電盤の主幹に流れる電流波形を観測し、クラウドサーバ上で機械学習、人工知能(Artificial Intelligence)等により機器毎に波形を分離し、機器毎の消費電力量や、機器毎のオン、オフを推定する機器分離技術が開示されている。 In Non-Patent Documents 1 and 2, the current waveform flowing through the main board of the distribution board is observed, the waveform is separated for each device by machine learning, artificial intelligence, etc. on the cloud server, and the power consumption for each device A device separation technique for estimating the amount and on / off of each device is disclosed.
特開2014-27721号公報JP 2014-27721 A 特開2008-77139号公報JP 2008-77139 A 特開2014-178910号公報JP 2014-178910 A 国際公開第2011/067988号International Publication No. 2011/066798
 以下に関連技術の分析を与える。 The following is an analysis of related technologies.
 スーパー、コンビニ等の各店舗において、節電対策として、店舗の機器の電源スイッチを意図的にオフとしたり、あるいは、機器の電源スイッチをオフした時の待機電力の節約のために機器の電源コードを抜いている(コンセントからプラグを抜く)場合もある。 In each store such as a supermarket or convenience store, as a power saving measure, turn off the power switch of the store equipment intentionally, or connect the power cord of the equipment to save standby power when the power switch of the equipment is turned off. Sometimes it is unplugged (unplugged from the outlet).
 店舗を統括する本部や店舗では、販売促進のため、各種対策が施されているが、各店舗での調理機器等の運転、停止等は、人手(店員、あるいは店長やアドバイザーの判断)に任されている場合がある。これは、店舗毎条件が異なるため、画一的に機器を稼働させても、必ずしも商品の売上向上に結び付かない場合もあり得るためである。 At headquarters and stores that supervise stores, various measures have been taken to promote sales. However, the operation and stoppage of cooking equipment, etc. at each store is left to the personnel (judgment by the store clerk, store manager, or advisor). May have been. This is because the conditions for each store are different, and even if the equipment is operated uniformly, it may not necessarily lead to an increase in sales of the product.
 機器の動作タイミングの分析、例えば当該店舗における機器の動作タイミングが適正であるか等を、評価あるいは検証可能とする情報を提供する手段の実現が望まれる。 It is desired to realize a means for providing information that can analyze or verify the operation timing of the device, for example, whether the operation timing of the device in the store is appropriate.
 本発明は、上記課題に鑑みて創案されたものであって、その目的の一つは、店舗における機器の使用が適正なものであるか、あるいはどのような稼働状態が適正であるかの情報を提供可能とする設備管理システム、装置、方法、及びプログラムを提供することにある。 The present invention has been developed in view of the above problems, and one of its purposes is information on whether the use of equipment in a store is appropriate or what operating state is appropriate. Is to provide an equipment management system, apparatus, method, and program.
 本発明の一つの側面によれば、一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の手段(第1の機器状態情報取得部)と、店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗の電力情報に基づき、前記1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の手段(第2の機器状態情報取得部)と、前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の手段(分析部)と、を備えた設備管理装置が提供される。 According to one aspect of the present invention, a first means (first device status information acquisition unit) that receives power information of one store and acquires status information of at least one device installed in the one store. ) And one or more other information based on power information of one or more other stores extracted as stores similar to the one store with respect to a plurality of predetermined information items in the store information. 2nd means (2nd apparatus status information acquisition part) which acquires the status information of the apparatus corresponding to the said apparatus of the said one store installed in the store, The status information of the said apparatus of the said one store, A facility management apparatus comprising: a third means (analyzing unit) for analyzing a use state of the device in the one store based on the device state information of the one or more other stores. Provided.
 本発明の別の側面によれば、複数の店舗の通信装置と通信接続するサーバを備え、
 前記各店舗の通信装置は、前記各店舗の機器の消費電力と電力波形の少なくとも一方を前記サーバに送信し、前記サーバは、一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の手段(第1の機器状態情報取得部)と、店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗の電力情報に基づき、前記1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の手段(第2の機器状態情報取得部)と、前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の手段(分析部)と、を備えた設備管理システムが提供される。
According to another aspect of the present invention, a server for communication connection with a communication device of a plurality of stores,
The communication device of each store transmits at least one of the power consumption and the power waveform of the device of each store to the server, and the server receives power information of one store and is installed in the one store. A first means (first device status information acquisition unit) for acquiring status information of at least one device and a plurality of predetermined information items among the store information are extracted as stores similar to the one store. Second means for acquiring status information of a device installed in the one or more other stores and corresponding to the device of the one store based on the power information of one or more other stores ( A second device state information acquisition unit), the device state information of the one store, and the device state information of the one or more other stores, the device in the one store. The third means of analyzing the state of use (analysis ) And, facilities management system with be provided.
 本発明の一つの側面によれば、複数の店舗と通信接続するサーバを用いた設備管理方法であって、
 一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得し、
 店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得し、
 前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する、設備管理方法が提供される。
According to one aspect of the present invention, there is a facility management method using a server that is connected to communicate with a plurality of stores,
Receiving power information of one store, obtaining status information of at least one device installed in the one store,
The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information Get information,
An equipment management method for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores. Provided.
 本発明の一つの側面によれば、一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の処理と、
 店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の処理と、
 前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の処理と、
 をコンピュータに実行させるプログラムが提供される。
According to one aspect of the present invention, a first process of receiving power information of one store and acquiring status information of at least one device installed in the one store;
The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information A second process of acquiring information;
A third process for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores; ,
A program for causing a computer to execute is provided.
 本発明によれば、上記プログラムを記録したコンピュータ読み出し可能な記録媒体(半導体メモリ、磁気記録媒体、CD(Compact Disc)-ROM(Read Only Memory)等)が提供される。 According to the present invention, a computer-readable recording medium (semiconductor memory, magnetic recording medium, CD (Compact Disc) -ROM (Read Only Memory), etc.) on which the program is recorded is provided.
 本発明によれば、店舗における機器の使用が適正なものであるか、適正でない場合、どのような稼働状態が適正であるかの情報を提供可能としている。 According to the present invention, it is possible to provide information on what operating state is appropriate if the use of the device in the store is appropriate or not appropriate.
本発明の例示的な実施形態のシステム構成を例示する図である。It is a figure which illustrates the system configuration | structure of exemplary embodiment of this invention. (A)は本発明の例示的な一実施形態の店舗の一例を例示する図である。(B)乃至(E)は機器分離技術を説明する図である。(A) is a figure which illustrates an example of the store of one exemplary embodiment of the present invention. (B) thru | or (E) is a figure explaining an apparatus isolation | separation technique. 本発明の例示的な一実施形態のサーバを例示する図である。FIG. 3 illustrates a server in an exemplary embodiment of the invention. (A)、(B)、(C)は本発明の例示的な実施形態のサーバの記憶部の情報の一例を例示する図である。(A), (B), (C) is a figure which illustrates an example of the information of the memory | storage part of the server of exemplary embodiment of this invention. 本発明の例示的な実施形態のサーバの処理を例示する図である。It is a figure which illustrates the process of the server of exemplary embodiment of this invention. 図5の類似店舗の機器状態情報取得の処理を例示する図である。It is a figure which illustrates the process of apparatus status information acquisition of the similar store of FIG. 本発明の基本概念を例示する図である。It is a figure which illustrates the basic concept of this invention.
 以下では、本発明の基本概念を説明し、つづいて例示的な実施形態について説明する。図7は、本発明の基本概念を例示する図である。以下では、店舗として、スーパー又はコンビニ等、多店舗展開が行われる店舗を例に説明するが、本発明はこれらに制限されるものでないことは勿論である。 Hereinafter, the basic concept of the present invention will be described, followed by exemplary embodiments. FIG. 7 is a diagram illustrating the basic concept of the present invention. Below, as a store, a store where multi-store development is performed, such as a supermarket or a convenience store, will be described as an example, but the present invention is not limited to these.
 図7を参照すると、設備管理装置100は、一の店舗(分析対象の店舗)の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する店舗の機器の状態情報取得部(第1の手段:第1の機器状態情報取得部)101と、店舗情報のうち予め定められた複数の所定の情報項目(例えば店舗規模、立地条件、陳列商品、機器構成、売上高、来客数、駐車場、等の情報項目のうち、少なくとも店舗規模と立地条件、あるいは、店舗規模、立地条件及び機器構成の各項目、あるいは、全ての項目)に関して、前記一の店舗(分析対象の店舗)に類似する店舗として抽出された、1つ又は複数の他の店舗(類似店舗)に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する類似店舗の機器の状態情報取得部(第2の手段:第2の機器状態情報取得部)102と、前記一の店舗(分析対象の店舗)の前記機器の状態情報と、前記1つ又は複数の他の店舗(類似店舗)の前記機器の状態情報と、に基づき、前記一の店舗(分析対象の店舗)での前記機器の使用状態を分析する分析部(第3の手段)103と、を備えている。 Referring to FIG. 7, the facility management apparatus 100 receives the power information of one store (analysis target store), and acquires the status information of at least one device installed in the one store. Information acquisition unit (first means: first device state information acquisition unit) 101 and a plurality of predetermined information items (for example, store size, location conditions, display merchandise, device configuration, sales) among store information Among the information items such as high, number of visitors, parking lot, etc., at least the store size and location conditions, or the store size, location conditions and equipment configuration items, or all items), the one store (analysis) A device of a similar store that is installed in one or a plurality of other stores (similar stores) extracted as a store similar to the target store and acquires state information of the devices corresponding to the devices of the one store Status information Obtaining unit (second means: second device state information acquisition unit) 102, state information of the device of the one store (analysis target store), and one or more other stores (similar stores) ), And an analysis unit (third means) 103 that analyzes the usage state of the device at the one store (analysis target store).
 店舗の機器の状態情報取得部(第1の手段)101、類似店舗の機器の状態情報取得部(第2の手段)102、分析部(第3の手段)103は、例えば、処理装置(プロセッサ)104において、メモリ105に格納されてプログラムを実行することで、それぞれの機能・処理を実現するようにしてもよい。なお、各手段101~103は別々のノードに実装する構成としてもよいことは勿論である。 The device status information acquisition unit (first means) 101 of the store equipment, the status information acquisition unit (second means) 102 of the similar store device, and the analysis unit (third means) 103 are, for example, a processing device (processor) ) 104, each function / process may be realized by executing a program stored in the memory 105. Of course, each of the means 101 to 103 may be configured to be mounted on a separate node.
 設備管理装置100において、分析部(第3の手段)103は、前記一の店舗(分析対象の店舗)の機器のうち、前記一の店舗では非稼働状態であるが、前記1つ又は複数の他の店舗(類似店舗)では、稼働状態の機器を特定するようにしてもよい。ここで、機器が稼働状態であるとは、例えば機器の電源スイッチがオンであり該機器が稼働時に通常消費される電力を消費している状態を含むものとする。非稼働状態とは、稼働状態でない状態、例えば待機状態等、稼働時に通常消費される電力を消費していない状態を含む。上記非稼働状態は、以下の非接続状態は含まないようにしてもよい。また、分析部103は、前記一の店舗(分析対象の店舗)の機器のうち、前記一の店舗では、非接続状態であるが、前記1つ又は複数の他の店舗(類似店舗)では、接続又は稼働状態の機器を特定するようにしてもよい。ここで、機器が接続状態であるとは、例えば機器の電源コードがコンセントに接続し主電源スイッチをオンした状態を含む(主電源スイッチをオン、電源スイッチをオフとした待機状態を含んでもよい)。非接続状態は、例えば機器の電源コードがコンセントから抜かれている状態や機器の主電源スイッチを切った状態をいう。あるいは、分析部(第3の手段)103は、店舗の機器が稼働しているか否かだけ(稼働状態であるか非稼働状態であるかだけ)を判別するようにしてもよい。 In the facility management apparatus 100, the analysis unit (third means) 103 is in a non-operating state in the one store among the devices of the one store (analysis target store), but the one or more In other stores (similar stores), an operating device may be specified. Here, the device being in an operating state includes, for example, a state in which the power switch of the device is on and the device is consuming electric power normally consumed during operation. The non-operating state includes a state that does not consume power normally consumed during operation, such as a state that is not in an operating state, such as a standby state. The non-operating state may not include the following non-connected state. The analysis unit 103 is in a disconnected state in the one store among the devices in the one store (analysis target store), but in the one or more other stores (similar stores), You may make it identify the apparatus of a connection or an operation state. Here, the device is in the connected state includes, for example, a state in which the power cord of the device is connected to an outlet and the main power switch is turned on (including a standby state in which the main power switch is turned on and the power switch is turned off). ). The unconnected state refers to, for example, a state where the power cord of the device is disconnected from the outlet or a state where the main power switch of the device is turned off. Or you may make it the analysis part (3rd means) 103 discriminate | determine only whether the apparatus of a shop is working (only whether it is an operation state or a non-operation state).
 設備管理装置100において、分析部103は、前記一の店舗(分析対象の店舗)の前記機器の売上高と、前記1つ又は複数の他の店舗(類似店舗)の前記機器の売上高とを比較し、前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗(類似店舗)の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る類似店舗の前記機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力するようにしてもよい。前記一の店舗の前記機器の売上高と、前記1つ又は複数の他の店舗(類似店舗)の前記機器の売上高との比較は、予め定められた同一時間帯での各店舗の機器の売上高を比較してもよい。時間帯としては、例えば12:00(正午)~13:00等1時間単位あるいは30分単位、又は、深夜、未明、早朝、朝、午前、昼、午後、夕方、夜等の数時間単位での時間帯を用いてもよい。 In the facility management apparatus 100, the analysis unit 103 calculates the sales of the device at the one store (analysis target store) and the sales of the device at the one or more other stores (similar stores). In comparison, for the device that is not connected or in operation in the one store, the connection or operation state of the one or more other stores (similar stores) is superior in sales. According to the state of the device of a similar store that is superior in sales, the device that is not connected or not operating in the store may be output as an instruction to set to the connected or operating state. The comparison between the sales of the device at the one store and the sales of the device at the one or more other stores (similar stores) Sales may be compared. As the time zone, for example, 12:00 (noon) to 13:00, such as 1 hour unit or 30 minute unit, or several hours such as midnight, early morning, early morning, morning, morning, noon, afternoon, evening, night, etc. May be used.
 あるいは、分析部103は、前記一の店舗(分析対象の店舗)の売上高と、前記1つ又は複数の他の店舗(類似店舗)の売上高とを比較し、前記他の店舗(類似店舗)が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る類似店舗の前記機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力するようにしてもよい。 Alternatively, the analysis unit 103 compares the sales of the one store (analysis target store) with the sales of the one or more other stores (similar stores), and the other stores (similar stores). ) Is superior in sales, it outputs an instruction to set the connected or non-operating device in the one store to the connected or operating state according to the state of the device in a similar store superior in sales. You may make it do.
 設備管理装置100において、分析部103は、前記一の店舗(分析対象の店舗)の前記機器の動作タイミングを設定するようにしてもよい。 In the facility management apparatus 100, the analysis unit 103 may set the operation timing of the device of the one store (analysis target store).
 設備管理装置100において、分析部103は、店舗情報のうち予め定められた所定の情報項目(店舗規模、立地条件、陳列商品、機器構成、売上高、来客数等の項目のうち店舗規模、立地条件等の複数の項目、又は全ての項目)に関して、前記一の店舗(分析対象の店舗)と類似した前記他の店舗(類似店舗)に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定するようにしてもよい。 In the facility management apparatus 100, the analysis unit 103 includes predetermined information items (store size, location condition, display product, device configuration, sales, number of customers, etc., among store information). It is installed in the other store (similar store) similar to the one store (analysis target store) for a plurality of items such as conditions or all items), and corresponds to the device of the one store The operation timing of the device in the one store may be set so as to be the same operation timing as the device in the other store that has higher sales than the one store.
 あるいは、設備管理装置100は、分析対象の店舗から電磁調理器等の温度情報(時系列のデータ)を収集し、分析対象の店舗に設置されたPOS(Point Of Sale)レジからのPOS情報を取得し、分析対象の該店舗から電力情報を取得し、分析対象の該店舗の電磁調理器等の温度情報、電力情報、及び、POS情報から、例えばどの商品が、いつ、いくらで、いくつ、販売されたかの情報を取得し、さらに、気象情報、イベント情報に基づき、売れ行き量を予測して、どのタイミングでどの程度の商品を調理または保温すればよいかを出力するようにしてもよい。 Alternatively, the facility management apparatus 100 collects temperature information (time-series data) such as an electromagnetic cooker from the analysis target store, and obtains POS information from a POS (Point Of Sale) register installed in the analysis target store. To acquire power information from the store to be analyzed, and from the temperature information, power information, and POS information of the electromagnetic cooker or the like of the store to be analyzed, for example, which product, when, how much, how many, Information on whether the product has been sold may be acquired, and the amount of sales may be predicted based on weather information and event information, and what level of product should be cooked or kept warm at what timing may be output.
 以下の例示的な実施形態では、設備管理装置100を、エネルギー管理システム(EMS)のサーバ等に実装した例について説明する。ただし、設備管理装置100の実装は、サーバに限定されるものでないことは勿論である。 In the following exemplary embodiment, an example will be described in which the facility management apparatus 100 is mounted on an energy management system (EMS) server or the like. Of course, the installation of the facility management apparatus 100 is not limited to the server.
 図1は、本発明の例示的な一実施形態のシステムを模式的に例示する図である。図1を参照すると、コンビニやスーパー等の店舗20A~20Nにそれぞれ設置される通信装置21A~21Nは、例えばインターネット等のネットワークを介してサーバ10に接続される。図1において、サーバ10はEMS(Energy Management System)クラウドサービスを提供することから、以下では、EMSクラウドサーバ10と称する。ただし、本発明において、サーバ10は、クラウドサービスを提供するサーバにのみ制限されるものでないことは勿論である。図1において、EMSクラウドサーバ10が、図7の設備管理装置100を備えた構成としてもよい。なお、コンビニやスーパー等の店舗が商用ビル内等に設置されている場合、EMSクラウドサーバ10は、BEMSサーバであってもよい。 FIG. 1 is a diagram schematically illustrating a system according to an exemplary embodiment of the present invention. Referring to FIG. 1, communication devices 21A to 21N installed in stores 20A to 20N such as convenience stores and supermarkets are connected to the server 10 via a network such as the Internet. In FIG. 1, since the server 10 provides an EMS (Energy Management System) cloud service, it is hereinafter referred to as an EMS cloud server 10. However, of course, in the present invention, the server 10 is not limited to a server that provides a cloud service. In FIG. 1, the EMS cloud server 10 may be configured to include the facility management apparatus 100 of FIG. When a store such as a convenience store or a supermarket is installed in a commercial building or the like, the EMS cloud server 10 may be a BEMS server.
 店舗20A~20Nの通信装置21A~21Nは、ゲートウェイあるいはHEMSコントローラ(あるいはHEMS端末)等を備えた構成としてもよい。 The communication devices 21A to 21N of the stores 20A to 20N may be configured to include a gateway or a HEMS controller (or a HEMS terminal).
 本実施形態において、店舗20A~20Nの通信装置21A~21NをHEMSコントローラで構成し、該HEMSコントローラが不図示のモバイルネットワークを介してインターネット上のEMSクラウドサーバ10に接続するようにしてもよい。この場合、通信装置21とEMSクラウドサーバ10間は、例えばIPsec(Security Architecture for Internet Protocol)を利用したVPN(Virtual Private Network)で接続するようにしてもよい。各店舗20A~20Nの通信装置21A~21Nは、店舗20の消費電力又は電流波形を、EMSクラウドサーバ10に送信する。 In the present embodiment, the communication devices 21A to 21N of the stores 20A to 20N may be configured by a HEMS controller, and the HEMS controller may be connected to the EMS cloud server 10 on the Internet via a mobile network (not shown). In this case, the communication device 21 and the EMS cloud server 10 may be connected by a VPN (Virtual Private Network) using, for example, IPsec (Security Architecture for Internet Protocol). The communication devices 21A to 21N of the stores 20A to 20N transmit the power consumption or current waveform of the store 20 to the EMS cloud server 10.
 本実施形態において、店舗20A~20Nの通信装置21A~21Nを、例えばSMA(Smart Meter Application)認証取得済みのHEMSコントローラで構成し、スマートメータ31A~31Nの検針データ(消費電力等)をBルートから取得するようにしてもよい。なお、通信装置21A~21Nとスマートメータ31A~31N間のBルートとして、例えば920MHz(Mega Herz)帯のWi-SUN(Wireless Smart Utility Network)等の無線伝送を用いてもよい。通信装置21A~21Nは、各々、スマートメータ31A~31NからBルートを介してリアルタイム(例えば30秒毎)に、検針データ(消費電力等)を取得することが可能である。スマートメータ31A~31NからBルートを介して通信装置21A~21Nに送信される検針データ(消費電力等)は各店舗20A~20Nの全体の消費電力を含む。 In this embodiment, the communication devices 21A to 21N of the stores 20A to 20N are configured by, for example, a HEMS controller that has acquired SMA (Smart Meter Application) authentication, and the meter reading data (power consumption, etc.) of the smart meters 31A to 31N is B route. You may make it acquire from. Note that, as the B route between the communication devices 21A to 21N and the smart meters 31A to 31N, for example, wireless transmission such as 920 MHz (Mega Herz) band Wi-SUN (Wireless Smart Utility Network) may be used. The communication devices 21A to 21N can acquire meter reading data (power consumption, etc.) from the smart meters 31A to 31N via the B route in real time (for example, every 30 seconds). Meter reading data (power consumption, etc.) transmitted from the smart meters 31A to 31N to the communication devices 21A to 21N via the B route includes the total power consumption of the stores 20A to 20N.
 また、店舗20A~20N内の分電盤や機器(不図示)等が、自装置での消費電力、電流を検出する検出機能と、Wi-SUN等の通信機能を備えている場合、通信装置21A~21Nは、無線LAN(Local Area Network)ブロードバンドルータ等を備えた構成としてもよい。例えば分電盤の複数の分岐ブレーカについて分岐ブレーカ毎に、電流検出装置(電流センサ)を備え、電流検出装置から、通信装置21A~21Nに無線伝送で電流波形データを送信する構成としてもよい。 In addition, when the distribution boards and devices (not shown) in the stores 20A to 20N have a detection function for detecting power consumption and current in the own device and a communication function such as Wi-SUN, the communication device 21A to 21N may be configured to include a wireless LAN (Local Area Network) broadband router or the like. For example, a plurality of branch breakers of the distribution board may be provided with a current detection device (current sensor) for each branch breaker, and current waveform data may be transmitted from the current detection device to the communication devices 21A to 21N by wireless transmission.
 例えば分析対象の店舗を店舗20Aとすると、EMSクラウドサーバ10は、店舗20Aの通信装置21Aから、当該店舗20Aでの消費電力又は電流波形のデータを取得し、機器毎の消費電力又は電流波形データから機器毎の状態情報(稼働情報)を取得する。EMSクラウドサーバ10は、機器毎の状態情報(稼働情報)について、例えば、
・スマートメータ31AからBルートで取得した全体の消費電力と、
・電流センサなどで分電盤の分岐ブレーカ毎に検出した電流波形データと、に基づいて機器ごとの消費電力又は電波形データを推定する。そして、推定した機器ごとの消費電力又は電流波形から、機器の状態情報(稼働状態)を推定する。
For example, when the store to be analyzed is the store 20A, the EMS cloud server 10 acquires the power consumption or current waveform data in the store 20A from the communication device 21A of the store 20A, and the power consumption or current waveform data for each device. Status information (operation information) for each device is acquired from the device. The EMS cloud server 10 has, for example, status information (operation information) for each device.
・ The total power consumption obtained from the smart meter 31A via the B route,
-Estimate power consumption or waveform data for each device based on current waveform data detected for each branch breaker of the distribution board by a current sensor or the like. Then, the state information (operating state) of the device is estimated from the estimated power consumption or current waveform for each device.
 EMSクラウドサーバ10は、店舗情報のうち予め定められた所定の情報項目(店舗規模、立地条件、売上等、好ましくは複数の情報項目)に関し、分析対象の店舗(20A)と類似する店舗(類似店舗)として抽出された1つ又は複数の他の店舗(20B、20C)の通信装置(21B、21C)から、当該他の店舗(20B、20C)での消費電力又は電流波形のデータを取得し、機器毎の消費電力又は電流波形データから機器の状態情報(稼働情報)を取得する。類似店舗の抽出は、EMSクラウドサーバ10で管理する店舗情報に基づき、EMSクラウドサーバ10で行うようにしてもよい。あるいは、EMSクラウドサーバ10は、本部40に問い合わせ、分析対象の店舗(20A)に類似する店舗名又は店舗IDを取得するようにしてもよい。 The EMS cloud server 10 relates to a predetermined information item (store size, location conditions, sales, etc., preferably a plurality of information items) among the store information, and is similar to the store (20A) to be analyzed (similarity). From the communication device (21B, 21C) of one or more other stores (20B, 20C) extracted as a store), the power consumption or current waveform data at the other stores (20B, 20C) is acquired. The device status information (operation information) is acquired from the power consumption or current waveform data for each device. Extraction of similar stores may be performed by the EMS cloud server 10 based on store information managed by the EMS cloud server 10. Alternatively, the EMS cloud server 10 may inquire the headquarters 40 and acquire a store name or store ID similar to the store (20A) to be analyzed.
 EMSクラウドサーバ10は、分析対象の店舗(20A)の前記機器の状態情報と、類似店舗(20B、20C)に設置され、店舗(20A)の前記機器と同一又は同等の前記機器の状態情報とに基づき、分析対象の店舗(20A)での前記機器の使用状態を分析するようにしてもよい。 The EMS cloud server 10 includes the state information of the device of the store (20A) to be analyzed, the state information of the device that is installed in the similar store (20B, 20C) and is the same as or equivalent to the device of the store (20A). Based on the above, you may make it analyze the use condition of the said apparatus in the store (20A) of analysis object.
 EMSクラウドサーバ10は、分析対象の店舗(20A)では非稼働状態であるが、前記1つ又は複数の他の店舗(類似店舗)(20B、20C)では稼働状態である機器を特定するようにしてもよい。すなわち、EMSクラウドサーバ10は、同一時間帯における分析対象の店舗(20A)の機器と、前記1つ又は複数の他の店舗(類似店舗)(20B、20C)の機器の状態を比較し、分析対象の店舗(20A)では非稼働状態の機器に対応した類似店舗(20B、20C)の機器であって、稼働状態の機器があるか否かを判定する。あるいは、EMSクラウドサーバ10は、分析対象の店舗(20A)では非接続であるが、前記1つ又は複数の他の店舗(20B、20C)では接続又は稼働状態である機器を特定するようにしてもよい。 The EMS cloud server 10 is in a non-operating state in the analysis target store (20A), but identifies an apparatus in an operating state in the one or more other stores (similar stores) (20B, 20C). May be. That is, the EMS cloud server 10 compares the state of the device of the analysis target store (20A) with the state of the device of the one or more other stores (similar stores) (20B, 20C) in the same time zone, and performs analysis. In the target store (20A), it is determined whether there are devices in the similar stores (20B, 20C) corresponding to the devices in the non-operating state and in the operating state. Alternatively, the EMS cloud server 10 specifies a device that is not connected at the analysis target store (20A) but is connected or operating at the one or more other stores (20B, 20C). Also good.
 EMSクラウドサーバ10は、POS情報等に基づき、例えば同一時間帯における、分析対象の店舗(20A)の前記機器の売上高(例えば前記機器で生産・加工又は保管等された商品の売上総額)と、前記1つ又は複数の他の店舗(20B、20C)の前記機器の売上高(前記機器で生産・加工又は保管等された商品の売上総額)とを比較し、分析対象の店舗(20A)では非接続又は非稼働状態の機器について、類似店舗(20B、20C)の前記機器が売上高で優る(売上が高い)場合、分析対象の店舗(20A)において非接続又は非稼働状態の前記機器を、売上高で優る類似店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力するようにしてもよい。EMSクラウドサーバ10は、分析対象の店舗(20A)の前記機器の動作タイミングを設定するようにしてもよい。前記機器の動作タイミングは、時間単位であってもよいし、30分単位等であってもよい。また、類似店舗において、売上総額が低い類似店舗の機器であっても売上高の伸び率が高い場合(すなわち、急激に前記機器の売上高が増えている場合)には、分析対象の店舗(20A)の前記機器を、売上高の伸び率が高い当該類似店舗の機器の動作状態となるように設定してもよい。さらに、分析対象の店舗(20A)において接続又は稼働状態の機器について、売上高で分析対象の店舗(20A)に優る類似店舗(20B、20C)において対応する機器が非接続であるか非稼働状態である場合、分析対象の店舗(20A)において接続又は稼働状態の前記機器(複数の機器がある場合、一部の機器であってもよい)を、売上高で優る類似店舗の機器の動作状態にしたがい、非接続又は非稼働状態に設定することの指示を出力するようにしてもよい。これは、店舗において、高率的な使用ができていない機器を非稼働状態とすることでコストの削減に有効である。 The EMS cloud server 10 is based on the POS information and the like, for example, in the same time zone, sales of the device of the store (20A) to be analyzed (for example, total sales of products produced, processed, or stored in the device) The sales of the device (total sales of products produced, processed or stored in the device) of the one or more other stores (20B, 20C) are compared, and the store (20A) to be analyzed In the case of non-connected or non-operating equipment, if the equipment of similar stores (20B, 20C) is superior in sales (high sales), the non-connected or non-operating equipment in the analysis target store (20A) May be output in accordance with the state of the device of the similar store that is superior in sales. The EMS cloud server 10 may set the operation timing of the device in the store (20A) to be analyzed. The operation timing of the device may be a time unit or a unit of 30 minutes. In the case of similar stores, if the sales growth rate is high even for devices of similar stores with low total sales (that is, if the sales of the devices increase rapidly), the store to be analyzed ( The device of 20A) may be set so as to be in the operating state of the device of the similar store where the sales growth rate is high. Further, regarding the connected or operating device in the analysis target store (20A), whether the corresponding device in the similar store (20B, 20C) is superior to the analysis target store (20A) in terms of sales or is not operating In the analysis target store (20A), the connected device or the operating state of the device (if there are a plurality of devices, it may be a part of the device), the operation state of the device of a similar store superior in sales Accordingly, an instruction to set to a non-connected state or a non-operating state may be output. This is effective in reducing the cost by setting a device that cannot be used at a high rate in a store to a non-operating state.
 EMSクラウドサーバ10は、店舗情報のうち予め定められた所定の情報項目(好ましくは、店舗規模、立地条件、売上高等、複数の情報項目)に関して、分析対象の店舗(20A)と類似した店舗(例えば20B、20C)に設置されており、分析対象の店舗(20A)の前記機器(例えば揚げ物用電磁調理器)に対応する機器(同一の機器のほか、同等、同機能の機器であってもよい)であって、分析対象の店舗(20A)よりも売上高の高い類似店舗(例えば20B)の機器(例えば揚げ物用電磁調理器)と同一又は同等の動作タイミング(稼働及び/又は非稼働のタイミング等)となるように、分析対象の店舗(20A)の前記機器(揚げ物用電磁調理器)の動作タイミングを設定するようにしてもよい。また、売上総額が低い類似店舗であっても、売上高の伸び率が高い場合(すなわち、類似店舗の売上高が急激に増えている場合)には、分析対象の店舗(20A)の前記機器(例えば揚げ物用電磁調理器)を、売上高の伸び率が高い当該類似店舗の対応する機器の動作タイミングとなるように設定してもよい。 The EMS cloud server 10 has a store (20A) similar to the store (20A) to be analyzed with respect to predetermined information items (preferably, a plurality of information items such as store size, location conditions, and sales) among store information. For example, devices that are installed in 20B and 20C) and that correspond to the device (for example, an electromagnetic cooker for deep-fried food) in the store to be analyzed (20A) (in addition to the same device, devices that are equivalent and have the same function) The operation timing (operating and / or non-operating) is the same as or equivalent to the equipment (for example, an electromagnetic cooker for deep-fried food) of a similar store (for example, 20B) that has higher sales than the store (20A) to be analyzed. It is also possible to set the operation timing of the device (the electromagnetic cooker for deep-fried food) in the analysis target store (20A). Further, even if the similar store has a low total sales amount, when the sales growth rate is high (that is, when the sales of the similar store is rapidly increasing), the device of the analysis target store (20A) (For example, an electromagnetic cooker for deep-fried food) may be set so as to be the operation timing of the corresponding device of the similar store having a high sales growth rate.
 EMSクラウドサーバ10は、分析対象の店舗(20A)、類似店舗(例えば20B、20C)からのPOS情報に基づき、例えば同一時間帯における前記一の店舗(20A)の前記機器に関連した商品(例えば揚げ物用の電磁調理器で調理された揚げ物)の売上高(あるいは売上個数)と、類似店舗(例えば20B、20C)の機器に関連した商品(例えば揚げ物)の売上高(あるいは売上個数)を比較し、分析対象の店舗(20A)の機器(揚げ物用電磁調理器)よりも売上高(あるいは売上個数)の多い類似店舗(例えば20B)の機器と同一又は同等の動作タイミング(稼働及び/又は非稼働のタイミング等)となるように、前記一の店舗(20A)の機器の稼働状態を設定するようにしてもよい。また、関連した商品の売上高(売上個数)が低い類似店舗の機器であっても、該商品の売上高(売上個数)の伸び率が高い場合(すなわち、類似店舗の該商品の売上高(売上個数)が急激に増えている場合)には、分析対象の店舗(20A)の前記機器(例えば揚げ物用電磁調理器)を、関連した商品の売上高の伸び率が高い当該類似店舗の対応する機器の動作タイミング(稼働及び/又は非稼働のタイミング等)となるように設定してもよい。ここで、売上高で優る場合とは、店舗のPOS端末等からリアルタイムに取得されるPOS情報等に基づくリアルタイムでの売上高が高い、あるいは、特定期間(例えば、1日のうちの所定時間区間、1日単位、週単位、月単位等)における売上総額が高い場合を含んでもよい。 The EMS cloud server 10 is based on the POS information from the analysis target store (20A) and similar stores (for example, 20B, 20C), for example, products related to the device of the one store (20A) in the same time zone (for example, Compare the sales (or sales) of fried food cooked with an electromagnetic cooker for fried foods with the sales (or sales) of products (for example, fried foods) related to equipment in similar stores (for example, 20B, 20C) In addition, the operation timing (operation and / or non-operational) is the same as or equivalent to the device of a similar store (for example, 20B) that has more sales (or the number of units sold) than the device (electromagnetic cooker for fried food) of the store (20A) to be analyzed. The operation state of the device of the one store (20A) may be set so that the operation timing and the like may be reached. In addition, even if the sales of related products are low in sales (number of units sold) in similar stores, if the rate of increase in sales (number of sales) of the products is high (that is, sales of the products in similar stores ( If the number of units sold) is increasing rapidly), the corresponding store with a high rate of sales of related products can be used for the appliance (for example, an electromagnetic cooker for fried food) in the store (20A) to be analyzed. You may set so that it may become the operation timing (operation and / or non-operation timing, etc.) of the apparatus to perform. Here, the case where the sales are superior is that the sales in real time based on the POS information acquired in real time from the POS terminal or the like of the store is high, or a specific period (for example, a predetermined time section in one day) 1 day unit, week unit, month unit, etc.) may be included.
 図2(A)は、図1の店舗20の構成の一例を模式的に例示する図である。図2(A)を参照すると、店舗20において、通信装置21をHEMSコントローラで構成し、スマートメータ31の検針データ(消費電力等)をBルートから取得する。HEMSコントローラがスマートメータ31からBルートで取得する検針データ(消費電力等)は、店舗20全体の消費電力に関する情報を含む。また、分電盤22の少なくとも1つの分岐ブレーカ(不図示)に、分岐ブレーカに流れる電流を検出する電流センサ(CT:Current Transformer)23を備え、電流センサ23から、通信装置21に無線伝送で電流波形データを送信するようにしてもよい。電流センサ23は、零相変流器(Zero-phase-sequence Current Transformer:ZCT)や、ホール素子等で構成してもよい。電流センサ23は、不図示のアナログデジタル変換器で電流波形(アナログ信号)をサンプリングしデジタル信号に変換し、不図示の符号化器で圧縮符号化した上で通信装置21に、Wi-SUN等により無線伝送するようにしてもよい。 FIG. 2A is a diagram schematically illustrating an example of the configuration of the store 20 in FIG. Referring to FIG. 2A, in the store 20, the communication device 21 is configured with a HEMS controller, and meter reading data (power consumption, etc.) of the smart meter 31 is acquired from the B route. The meter reading data (power consumption, etc.) acquired by the HEMS controller from the smart meter 31 through the B route includes information on the power consumption of the entire store 20. Further, at least one branch breaker (not shown) of the distribution board 22 is provided with a current sensor (CT: Current Transformer) 23 for detecting a current flowing through the branch breaker, and the current sensor 23 is wirelessly transmitted to the communication device 21. Current waveform data may be transmitted. The current sensor 23 may be configured by a zero-phase-sequence current transformer (ZCT), a Hall element, or the like. The current sensor 23 samples a current waveform (analog signal) with an analog / digital converter (not shown), converts it to a digital signal, compresses and encodes it with an encoder (not shown), and then sends it to the communication device 21 such as Wi-SUN. It is also possible to transmit wirelessly.
 なお、図2(A)では、単に図面作成の都合で、分電盤22の1つの分岐に、機器24A~24Cが接続し、当該分岐に電流センサ23を1つ接続した構成が図示されているが、複数の分岐ブレーカに複数の電流センサ23をそれぞれ接続してもよいことは勿論である。 FIG. 2A shows a configuration in which devices 24A to 24C are connected to one branch of the distribution board 22 and one current sensor 23 is connected to the branch for the convenience of drawing. Of course, a plurality of current sensors 23 may be connected to a plurality of branch breakers, respectively.
 また図2(A)の例では、EMSクラウドサーバ10は、スマートメータ31の検針データ(消費電力等)をBルートからリアルタイムで取得するが、EMSクラウドサーバ10は、電力供給事業主30が店舗20のスマートメータ31からAルート経由で取得した検針データ(消費電力等)を、店舗20の消費電力として取得するようにしてもよい。例えばEMSクラウドサーバ10は、電力供給事業主30からネットワーク経由で店舗20の消費電力を取得するようにしてもよい。例えば、EMSクラウドサーバ10は、電力供給事業主30の情報提供サイトにアクセスし、店舗20の消費電力(又はその推移情報等)を取得するようにしてもよい(ただし、リアルタイム情報ではなく、1時間前後の消費電力情報となる)。 In the example of FIG. 2A, the EMS cloud server 10 acquires meter reading data (power consumption, etc.) of the smart meter 31 in real time from the B route. Meter reading data (power consumption, etc.) acquired from 20 smart meters 31 via the A route may be acquired as power consumption of the store 20. For example, the EMS cloud server 10 may acquire the power consumption of the store 20 from the power supply business owner 30 via the network. For example, the EMS cloud server 10 may access the information providing site of the power supplier 30 and acquire the power consumption of the store 20 (or its transition information, etc.). Power consumption information before and after time).
 図2(B)は、図2(A)の分電盤22の不図示の分岐ブレーカに接続された電流センサ23で取得された電流波形を例示する図である。EMSクラウドサーバ10は、図2(B)の電流波形データから、分電盤の分岐ブレーカに接続する機器24Aから24Cの消費電流波形に分離する。図2(C)~図2(E)は、機器24A~24Cの各々について機器毎に分離された電流波形を表している。 FIG. 2B is a diagram illustrating a current waveform acquired by the current sensor 23 connected to the branch breaker (not shown) of the distribution board 22 of FIG. 2A. The EMS cloud server 10 separates the current waveform data of FIG. 2B into the consumption current waveforms of the devices 24A to 24C connected to the branch breaker of the distribution board. FIGS. 2C to 2E show current waveforms separated for each of the devices 24A to 24C.
 EMSクラウドサーバ10では、電流波形の分離にあたり、例えば非特許文献1、2等に記載された機器分離技術等を用いてもよい。上記のように機器分離技術を用いて、複数の機器の電流波形を分離してもよいが、機器ごとに電源コンセントと機器の間にそれぞれスマートタップを接続することで、機器分離技術を用いることなく機器ごとの電流波形を取得してもよい。 The EMS cloud server 10 may use, for example, device separation techniques described in Non-Patent Documents 1 and 2 and the like for current waveform separation. You may separate the current waveforms of multiple devices using device separation technology as described above, but use device separation technology by connecting a smart tap between the power outlet and the device for each device. Alternatively, the current waveform for each device may be acquired.
 なお、本発明は上記構成に制限されるものでないことは勿論である。例えば、EMSクラウドサーバ10は機器分離を行うサーバ(機器分離サーバ)を介して通信装置21から状態情報を受信しており、当該サーバにおいて機器分離が実施され、分離された機器ごとの状態情報を、EMSクラウドサーバ10が受信する構成としてもよい。 Of course, the present invention is not limited to the above configuration. For example, the EMS cloud server 10 receives state information from the communication device 21 via a server (device separation server) that performs device separation, the device separation is performed in the server, and the state information for each separated device is obtained. The EMS cloud server 10 may be configured to receive.
 図3は、EMSクラウドサーバ10の構成例を模式的に例示する図である。図3を参照すると、EMSクラウドサーバ10は、店舗の機器の状態情報取得部(第1の機器状態情報取得部)11、類似店舗の機器の状態情報取得部(第2の機器状態情報取得部)12、分析部13、分析結果報告部14、記憶部15、記憶管理部16、通信部17、制御部18を備えている。 FIG. 3 is a diagram schematically illustrating a configuration example of the EMS cloud server 10. Referring to FIG. 3, the EMS cloud server 10 includes a store device status information acquisition unit (first device status information acquisition unit) 11, a similar store device status information acquisition unit (second device status information acquisition unit). ) 12, an analysis unit 13, an analysis result report unit 14, a storage unit 15, a storage management unit 16, a communication unit 17, and a control unit 18.
 EMSクラウドサーバ10の通信部17は不図示の送信部および受信部を備え、複数の店舗20A~20Nの通信装置(図1の21A~21N)及び本部40の通信装置(不図示)と例えばインターネット60等のネットワークを介して通信接続する。 The communication unit 17 of the EMS cloud server 10 includes a transmission unit and a reception unit (not shown), and a communication device (21A to 21N in FIG. 1) of a plurality of stores 20A to 20N and a communication device (not shown) of the headquarter 40, for example, the Internet Communication connection is established via a network such as 60.
 EMSクラウドサーバ10の店舗の機器の状態情報取得部11は、分析対象の店舗(例えば20A)の通信装置(21A)から送信された消費電力、電流波形データを取得し、店舗(20A)における機器の稼働状態等の情報を取得する。なお、分析対象の店舗(20A)における通信装置21Aが、HEMSゲートウェイからなり、対象店舗の機器の稼働状態を管理する機能を備えている場合、対象店舗の状態情報取得部11は、当該分析対象の店舗(20A)の通信装置(21A)から、当該分析対象の店舗(20A)における機器の稼働状態等の状態情報を取得するようにしてもよい。 The device state information acquisition unit 11 of the store of the EMS cloud server 10 acquires the power consumption and current waveform data transmitted from the communication device (21A) of the analysis target store (for example, 20A), and the device in the store (20A). Acquire information such as the operating status of. In addition, when the communication device 21A in the analysis target store (20A) includes a HEMS gateway and has a function of managing the operation state of the device in the target store, the state information acquisition unit 11 of the target store You may make it acquire state information, such as an operating state of the apparatus in the said analysis object store (20A), from the communication apparatus (21A) of the store (20A).
 あるいは、通信装置21がHEMSゲートウェイである場合、HEMSゲートウェイは機器と通信することにより機器ごとの稼働状態を検知できることから、上記の機器分離技術を実施するサーバを介さずに、機器ごとの状態情報を取得してもよい。 Alternatively, when the communication device 21 is a HEMS gateway, the HEMS gateway can detect the operating state of each device by communicating with the device, so that the state information for each device can be detected without going through a server that implements the device separation technology. May be obtained.
 EMSクラウドサーバ10の類似店舗の機器の状態情報取得部12は、対象店舗に類似する店舗として抽出された店舗に設置され、分析対象の店舗(20A)の前記機器に対応する機器の状態情報を取得する。 The device status information acquisition unit 12 of the similar store of the EMS cloud server 10 is installed in a store extracted as a store similar to the target store, and stores the status information of the device corresponding to the device of the analysis target store (20A). get.
 EMSクラウドサーバ10の分析部13は、分析対象の店舗(20A)における機器の状態情報と、類似店舗における機器の稼働状態情報を比較し、分析対象の店舗(20A)における機器の使用状態を分析する。 The analysis unit 13 of the EMS cloud server 10 compares the device state information in the analysis target store (20A) with the device operation state information in the similar store, and analyzes the device use state in the analysis target store (20A). To do.
 EMSクラウドサーバ10の分析結果報告部14は、分析対象の店舗(20A)における機器の使用状態の分析結果を、通信部17を介して、分析対象の店舗(20A)の通信装置21や本部40に報告する。 The analysis result reporting unit 14 of the EMS cloud server 10 transmits the analysis result of the usage state of the device in the analysis target store (20A) via the communication unit 17 to the communication device 21 or the headquarter 40 of the analysis target store (20A). To report to.
 記憶部15は、例えばHDD(Hard Disk Drive)装置あるいは一括消去型の電気的に書き換え可能なROM(Read Only Memory)からなるSSD(Solid State Drive)等の半導体メモリを備えている。特に制限されないが、記憶部15は、各部11~14で取得又は生成した情報:例えば、
・店舗情報、
・店舗の消費電力、電流波形、
・分析対象の店舗の機器の状態情報、
・類似店舗の機器の状態情報、
・POS情報(分析対象の店舗、類似店舗のPOS情報)
等を記憶保持する。
The storage unit 15 includes, for example, a semiconductor memory such as an HDD (Hard Disk Drive) device or an SSD (Solid State Drive) including a batch erasable electrically rewritable ROM (Read Only Memory). Although not particularly limited, the storage unit 15 stores information generated or generated by the units 11 to 14:
·store information,
・ Store power consumption, current waveform,
-Status information of the equipment in the store to be analyzed,
・ Status information of equipment at similar stores,
-POS information (POS information for stores subject to analysis and similar stores)
Etc. are stored and retained.
 記憶部15において、店舗情報は、クラウドサービスのクライアントである本部40から、情報の一部を取得するようにしてもよい。記憶部15に記憶される店舗の消費電力、電流波形は、店舗20A等の通信装置21A等から送信された情報を通信部17で受信して取得したものである。記憶部15に記憶される店舗の機器の状態情報は、分析対象の店舗(20A)の機器の状態情報を店舗の機器の状態情報取得部11で取得した情報である。記憶部15において、類似店舗(20B、20C)の機器の状態情報は、類似店舗の機器の状態情報取得部12で取得した情報である。記憶部15に記憶されるPOS情報は分析対象の店舗(20A)、及び、類似店舗(20B、20C)から通信部17を介して受信したPOS情報である。EMSクラウドサーバ10において、POS情報は、店舗20A等の通信装置21A等を介して取得してもよい。あるいは、各店舗20A~20Nから本部40へ送信されたPOS情報を、EMSクラウドサーバ10が本部40から取得して記憶部15に格納するようにしてもよい。 In the storage unit 15, the store information may be obtained by acquiring a part of the information from the head office 40 that is a client of the cloud service. The power consumption and current waveform of the store stored in the storage unit 15 are obtained by receiving the information transmitted from the communication device 21A or the like such as the store 20A by the communication unit 17. The store device state information stored in the storage unit 15 is information obtained by the store device state information acquisition unit 11 of the device state information of the store to be analyzed (20A). In the storage unit 15, the device state information of the similar stores (20 </ b> B and 20 </ b> C) is information acquired by the device state information acquisition unit 12 of the similar store. The POS information stored in the storage unit 15 is POS information received from the analysis target store (20A) and the similar stores (20B, 20C) via the communication unit 17. In the EMS cloud server 10, the POS information may be acquired via the communication device 21A such as the store 20A. Alternatively, the POS cloud server 10 may acquire the POS information transmitted from the stores 20A to 20N to the headquarter 40 from the headquarter 40 and store it in the storage unit 15.
 記憶管理部16は、記憶部15に対するデータの書き込み、記憶部15からのデータの読み出しを制御する。 The storage management unit 16 controls data writing to the storage unit 15 and data reading from the storage unit 15.
 制御部18は、店舗の機器の状態情報取得部11、類似店舗の機器の状態情報取得部12、分析部13、分析結果報告部14の動作を制御する。図3において、店舗の機器の状態情報取得部11、類似店舗の機器の状態情報取得部12、分析部13、分析結果報告部14、制御部18、通信部17の一部は、EMSクラウドサーバ10を構成する不図示のプロセッサ上で実行されるプログラムによりその機能を実現するようにしてもよい。この場合、当該プログラムを記憶部15に記憶し、プロセッサが不図示の主メモリに該プログラムを読み出して実行するようにしてもよい。 The control unit 18 controls the operations of the device state information acquisition unit 11 of the store, the device state information acquisition unit 12 of the similar store, the analysis unit 13, and the analysis result report unit 14. In FIG. 3, the state information acquisition unit 11 of the store equipment, the state information acquisition unit 12 of the similar store device, the analysis unit 13, the analysis result report unit 14, the control unit 18, and a part of the communication unit 17 are an EMS cloud server. The function may be realized by a program executed on a processor (not shown) constituting the computer 10. In this case, the program may be stored in the storage unit 15, and the processor may read the program into a main memory (not shown) and execute the program.
 図4(A)は、図3の記憶部15に記憶される店舗情報の代表例の一例を例示する図である。店舗情報は、識別情報(ID)、店舗名(名前)、住所、立地、売場面積、商品情報(当該店舗で陳列・販売する商品一覧等)、売上高、来客数、機器情報等を備えている。特に制限されないが、図4(A)では、機器情報は、図4(B)のデータへのポインタとして表されている。 FIG. 4A is a diagram illustrating an example of a representative example of store information stored in the storage unit 15 in FIG. Store information includes identification information (ID), store name (name), address, location, sales floor area, product information (such as a list of products displayed and sold in the store), sales, number of customers, equipment information, etc. Yes. Although not particularly limited, in FIG. 4A, the device information is represented as a pointer to the data in FIG.
 特に制限されないが、機器情報は、図4(B)に示すように、機器ID、分類、機器名、品番、設置場所、公称電力、稼働状態、消費電力等の欄を含む。なお、消費電力の欄は、実データのかわりに、消費電力の時系列データ又は電流波形データの配置場所(レコードデータ又はファイル等)をポイントする構成としてもよい。図4(B)において、稼働状態は、店舗の機器の状態情報取得部11で取得した機器の状態情報を設定してもよい。 Although not particularly limited, the device information includes columns of device ID, classification, device name, product number, installation location, nominal power, operating state, power consumption, etc., as shown in FIG. 4 (B). Note that the power consumption column may point to the time series data of power consumption or the location of current waveform data (record data, file, etc.) instead of actual data. In FIG. 4 (B), the operating state may be set by the device state information acquired by the device state information acquisition unit 11 of the store.
 図4(A)の店舗情報の情報項目のうち、例えば売場面積や機器構成(空調設備、冷蔵・冷凍設備の規模、個数)、立地、商品情報、売上高等の情報は、分析対象の店舗と類似した店舗の抽出に用いてもよい。この場合、例えば、店舗規模や立地条件、売上高、陳列商品等の情報要素(項目)が全て類似しているか店舗同士は同一グループに類別されることになる。 Among the information items of the store information in FIG. 4A, for example, information such as sales floor space, equipment configuration (the size and number of air-conditioning equipment, refrigeration / refrigeration equipment), location, product information, sales, etc. You may use for extraction of a similar store. In this case, for example, all of the information elements (items) such as the store size, location conditions, sales, and display merchandise are similar, or the stores are classified into the same group.
 EMSクラウドサーバ10において、特に制限されないが、店舗を売場面積に基づき、例えば、(1)50平方メートル未満、(2)50~74平方メートル、(3)75~99平方メートル、(4)100~149平方メートル、(5)150~199平方メートル、(6)200平方メートル以上等に区分し、売上面積に関して、分析対象の店舗規模の区分と同一の店舗を抽出するようにしてもよい。また、特に制限されないが、店舗規模として駐車場面積(駐車台数)等に基づき、(1)駐車場無し、(2)1~5台、(3)6~10台、(4)11~20台、(5)21台以上等で分類するようにしてもよい。また、店舗の1日の平均売上高、週単位、あるいは月単位での売上高に基づき、店舗をいくつかのグループに区分するようにしてもよい。また、店舗の機器構成も、空調設備の台数、冷蔵・冷凍設備、照明器具の個数等に基づき、店舗をいくつかのグループに区分するようにしてもよい。 Although not particularly limited in the EMS cloud server 10, based on the sales floor area, for example, (1) less than 50 square meters, (2) 50-74 square meters, (3) 75-99 square meters, (4) 100-149 square meters , (5) 150 to 199 square meters, (6) 200 square meters or more, etc., and regarding the sales area, the same store as the classification of the store scale to be analyzed may be extracted. Although not particularly limited, the store scale is based on the parking area (number of parked vehicles), etc. (1) No parking, (2) 1-5, (3) 6-10, (4) 11-20 You may make it classify | categorize with a stand, (5) 21 sets or more. In addition, the stores may be divided into several groups based on the average daily sales of the stores, the weekly sales, or the monthly sales. In addition, the equipment configuration of the store may be divided into several groups based on the number of air-conditioning equipment, refrigeration / freezing equipment, the number of lighting fixtures, and the like.
 EMSクラウドサーバ10において、特に制限されないが、店舗の立地条件として、店舗周辺の環境や、周辺に設置された設備建物等により分類してもよい。例えば、店舗が、(1)乗降客の多い駅の近くであるか否か、(2)バス停留所の近くであるか否か、(3)オフィスビル街にあるのか、(4)近くに学校があるのか又は住宅街あるいは工場街であるのか、(5)人の往来は少ないが車の通行量の多い市道や県道等の道沿いにあるか、等に基づき区分するようにしてもよい。さらに、立地条件とともに、来客の多くが車で来るか、徒歩であるか等に基づき区分するようにしてもよい。さらに、陳列商品について、特に、調理対象の食品等について、揚げ物の種類等に基づき、いくつかのグループに区分するようにしてもよい。 In the EMS cloud server 10, although not particularly limited, the location conditions of the store may be classified according to the environment around the store, facility buildings installed around the store, and the like. For example, whether the store is (1) near a station with many passengers, (2) near a bus stop, (3) in an office building district, (4) a school near (5) It may be classified based on whether it is along a city road or a prefectural road where there is little traffic but there is a large amount of traffic, etc. . Furthermore, you may make it classify | categorize based on location conditions and whether many visitors come by car or walk. Further, the displayed products, particularly foods to be cooked, may be divided into several groups based on the type of fried food.
 店舗規模や立地条件等の各項目について、分析対象の店舗と比較対象の店舗を比較し、互いに一致している場合、0、不一致の場合、1として各項目に関する不一致の積算値が予め定められた所定値以下の店舗(分析対象の店舗と比較対象の店舗が全項目で一致していれば不一致の積算値は0である)を、類似店舗候補としてもよい。EMSクラウドサーバ10において、分析対象の店舗の売場面積や立地条件が該当する区分(例えば売場面積:(3)の75~99平方メートル、立地:住宅街)を取得し、店舗規模や立地条件が同一の区分の店舗を類似店舗の候補として抽出し、抽出された類似店舗の候補の中から、機器構成、陳列商品、来客数等が同一区分又は所定の近接区分の店舗を、類似店舗として選択するというように、多段(multi-stage)で選択するようにしてもよい。店舗規模あるいは立地等を単一の情報項目で類似性を判断するのではなく、店舗規模及び立地等の複数の情報項目に基づき類似店舗候補の探索範囲を絞り、類似店舗候補について、機器構成、陳列商品、来客数、さらに機器で加工あるいは保管される商品(例えば揚げ物や中華まん等)の売上等に関する類似度に基づき、類似店舗を抽出することで、類似店舗の判定精度を向上させることができる。 For each item such as store size and location conditions, the analysis target store and the comparison target store are compared, and if they match each other, the integrated value of the disagreement regarding each item is determined as 0 if they match each other and 1 if they do not match. Stores that are equal to or less than a predetermined value (if the analysis target store and the comparison target store match in all items, the mismatched integrated value is 0) may be set as similar store candidates. The EMS cloud server 10 obtains a category (for example, sales floor area: 75 to 99 square meters of (3), location: residential area) corresponding to the sales floor area and location conditions of the store to be analyzed, and the store size and location conditions are the same. The stores of the category are extracted as candidates for similar stores, and from the extracted candidates for similar stores, the stores having the same device configuration, display product, number of visitors, etc., or predetermined proximity categories are selected as similar stores. Thus, the selection may be made in multi-stage. Rather than judging the similarity of store size or location etc. with a single information item, the search range of similar store candidates is narrowed down based on multiple information items such as store size and location, etc. It is possible to improve the accuracy of determining similar stores by extracting similar stores based on similarities related to sales of displayed products, the number of visitors, and products processed or stored on equipment (for example, fried foods and Chinese buns). .
 図4(C)は、図3の分析結果報告部14で作成された分析結果報告の一例を例示する図である。特に制限されないが、分析対象の店舗(名前:A店)の機器の分析結果は、店舗のID、店舗名、対象機器、機器ID、名前、品番、状態情報の比較結果(類似店舗の機器と相違している時間帯と稼働状態)を含む。図4(C)の示す例では、分析対象の店舗(名前:A店)の揚げ物用の電磁調理器が11:30-12:00でオフ、分析対象の店舗(名前:A店)の中華まん保温器が14:00-15:00でオフであるが、店舗規模、立地条件等が類似している類似店舗では、電磁調理器、中華まん保温器は当該時間帯でいずれもオンであったとする。 FIG. 4C is a diagram illustrating an example of the analysis result report created by the analysis result report unit 14 of FIG. Although not particularly limited, the analysis result of the analysis target store (name: store A) is the comparison result of the store ID, store name, target device, device ID, name, product number, and status information (with similar store devices) Including different time zones and operating states). In the example shown in FIG. 4 (C), the electromagnetic cooker for deep-fried food at the analysis target store (name: A store) is off at 11: 30-12: 00, and the Chinese bun with analysis target (name: A store) The incubator is off from 14:00 to 15:00, but in similar stores with similar store sizes, location conditions, etc., it is assumed that the electromagnetic cooker and the Chinese bun incubator are both on during that time period. .
 この場合、1つ又は複数の類似店舗のPOS情報から、電磁調理器により調理された揚げ物の売上(例えば12:00-13:00の時間帯あるいはその前後での売上高や売上数)や、中華まん保温器の中華まんの売上(例えば14:00-15:00の時間帯あるいはその前後での売上高や売上数)が、分析対象の店舗(名前:A店)よりも、優っている場合、分析結果報告部14では、分析対象の店舗(名前:A店)の電磁調理器を11:30-12:00にオン(稼働させる)とし、分析対象の店舗(名前:A店)の中華まん保温器を14:00-15:00にオン(稼働させる)とする指示を報告に含めるようにしてもよい。分析結果は、図3の分析結果報告部14、通信部17を介して、本部40、及び分析対象の店舗20に送信される。ここで、分析結果報告部14が、時間帯11:30-12:00に、A店の揚げ物用の電磁調理器をオンとする指示を与えているのは、類似店舗の12:00-13:00の時間帯での揚げ物の売上が、A店に優っており、A店において、12:00-13:00の時間帯での揚げ物の売上を伸ばすには、類似店舗と同様に、11:30(12:00の30分前、ただし「30分」という時間に制限されるものではない)には、揚げ物用の電磁調理器を電源オンとし揚げ物の準備、調理を開始し、12:00からの販売に備えておくことが推奨されるためである。この結果、A店での揚げ物の時間帯12:00-13:00の売上として、店舗規模、立地条件等が類似している店舗と同様の売上にまで向上することが期待できる。 In this case, from the POS information of one or a plurality of similar stores, sales of fried food cooked by an electromagnetic cooker (for example, sales and sales numbers before and after 12: 00-13: 00), If the sales of Chinese bun incubators (such as sales and number of sales before and after 14: 00-15: 00) are superior to the store to be analyzed (name: A store) The analysis result report unit 14 turns on (operates) the electromagnetic cooker at the analysis target store (name: A store) from 11:30 to 12:00, and keeps the Chinese bun warming at the analysis target store (name: A store). The report may include an instruction to turn on (operate) the device from 14:00 to 15:00. The analysis result is transmitted to the head office 40 and the analysis target store 20 via the analysis result reporting unit 14 and the communication unit 17 of FIG. Here, the analysis result report unit 14 gives an instruction to turn on the electromagnetic cooker for the deep-fried food of the store A during the time period 11:30 to 12:00. The sales of fried food in the time zone of 1:00 is superior to that of store A. In order to increase the sales of fried food in the time of 12: 00-13: 00 at store A, : 30 (30 minutes before 12:00, but not limited to the time of "30 minutes"), the fried food electromagnetic cooker is turned on and the preparation and cooking of the fried food are started. This is because it is recommended to prepare for sales from 00. As a result, it can be expected that the sales of the fried food at store A will increase to the same sales as stores with similar store sizes, location conditions, etc.
 なお、分析対象の店舗(名前:A店)における揚げ物や中華まんの売上のほうが、抽出された類似店舗での揚げ物や中華まんの売上よりも高い場合、その旨を報告するようにしてもよい。この場合、分析対象の店舗(名前:A店)において、類似店舗との比較の点で、揚げ物用の電磁調理器や中華まん保温器の稼働タイミングを変更する必要性はない(ただし、別の理由で稼働タイミングを変更してもよいことは勿論である)。 In addition, when the sales of the deep-fried food and the Chinese bun at the analysis target store (name: A store) are higher than the sales of the deep-fried food and the Chinese bun at the extracted similar stores, the fact may be reported. In this case, there is no need to change the operation timing of the deep-fried electromagnetic cooker or Chinese bun incubator in terms of comparison with similar stores in the analysis target store (name: A store) (however, for another reason) Of course, the operation timing may be changed.)
 上記した例では、分析対象の店舗(A店)と類似店舗(B、C店)について対象とする機器の稼働時間を検証する際、説明の容易化のため、ある時間帯での機器ごとの売上高(機器で生産・調理される商品)に基づき、分析対象の店舗(A店)と比べて類似店舗(B、C店)の売り上げの方が高い場合、分析対象の店舗(A店)の当該機器の動作タイミングを類似店舗の機器と同一又はほぼ同一の動作タイミング(時間帯)となるように設定しているが、本発明はかかる構成に制限されるものでないことは勿論である。対象機器ごとの売上高だけではなく、店舗全体での売上高を比較対象としてもよい。例えば、店舗全体での売上高が、分析対象の店舗(A店)よりも類似店舗(B、C店)の方が高い場合において、分析対象の店舗(A店)における対象機器の稼働設定(動作タイミングの設定)を、類似店舗(B、C店)の機器と同一又はほぼ同一の動作タイミング(時間帯)となるように設定してもよい。 In the above example, when verifying the operating time of the target device for the analysis target store (A store) and similar stores (B, C store), for each device in a certain time zone for ease of explanation. If sales of similar stores (B, C stores) are higher than sales (A stores) based on sales (products produced / cooked by equipment), stores (A stores) to be analyzed Although the operation timing of the device is set to be the same or almost the same operation timing (time zone) as the device of the similar store, it is needless to say that the present invention is not limited to such a configuration. Not only sales for each target device but also sales for the entire store may be used as a comparison target. For example, when the sales of the entire store is higher in the similar stores (B, C stores) than in the analysis target store (A store), the operation setting of the target device in the analysis target store (A store) ( (Operation timing setting) may be set to be the same or almost the same operation timing (time zone) as the devices of similar stores (B, C stores).
 次に、本実施形態の動作を説明する。図5は、図3を参照して説明した本実施形態におけるEMSクラウドサーバ10の動作の一例を説明する流れ図である。 Next, the operation of this embodiment will be described. FIG. 5 is a flowchart for explaining an example of the operation of the EMS cloud server 10 in the present embodiment described with reference to FIG.
 EMSクラウドサーバ10は、分析対象の店舗20Aの通信装置21Aから、分岐ブレーカの電流波形データを取得する(S11)。 The EMS cloud server 10 acquires the current waveform data of the branch breaker from the communication device 21A of the analysis target store 20A (S11).
 EMSクラウドサーバ10の店舗の機器の状態情報取得部11は、機器分離技術により、分析対象の店舗20Aの各機器の電流波形に分離する(S12)。 The device state information acquisition unit 11 of the store of the EMS cloud server 10 separates the current waveform of each device of the analysis target store 20A by the device separation technique (S12).
 EMSクラウドサーバ10の店舗の機器の状態情報取得部11は、機器の状態情報(稼働状態)を取得する(S13)。 The device state information acquisition unit 11 of the store in the EMS cloud server 10 acquires device state information (operation state) (S13).
 EMSクラウドサーバ10の類似店舗の機器の状態情報取得部12は、分析対象の店舗20Aに店舗規模や立地条件、売上、来客数等で類似するとして抽出された類似店舗20B、20Cの機器の状態情報(稼働状態)を取得する(S14)。 The device status information acquisition unit 12 of the similar store of the EMS cloud server 10 states the device status of the similar stores 20B and 20C extracted as similar to the store 20A to be analyzed in terms of store size, location conditions, sales, number of customers, and the like. Information (operation state) is acquired (S14).
 EMSクラウドサーバ10の分析部13は、分析対象の店舗20Aの各機器の状態情報と類似店舗20B、20Cの機器の状態情報を比較分析する(S15)。なお、分析部13は、分析対象の店舗20AのPOS情報、類似店舗20B、20CのPOS情報に基づき、機器を用いて加工(製造)・販売される商品(例えば揚げ物や中華まん)の個別の売上高に基づき、分析対象の店舗20Aの売上高よりも高い売上の類似店舗の当該機器の状態情報を、分析対象の店舗20Aの当該機器の状態情報とを比較するようにしてもよい。 The analysis unit 13 of the EMS cloud server 10 compares and analyzes the status information of each device in the analysis target store 20A and the status information of the devices in the similar stores 20B and 20C (S15). The analysis unit 13 individually sells products (for example, deep-fried food and Chinese buns) processed (manufactured) and sold using equipment based on the POS information of the analysis target store 20A and the POS information of the similar stores 20B and 20C. Based on the height, the state information of the device of a similar store with higher sales than the sales of the store 20A to be analyzed may be compared with the state information of the device of the store 20A to be analyzed.
 EMSクラウドサーバ10の分析結果報告部14は分析部13の分析結果を受け、分析結果報告を作成し、通信部17を介して、本部40、分析対象の店舗20Aに送信する(S16)。なお、EMSクラウドサーバ10の分析結果報告部14は、分析対象の店舗20Aの了解のもと、分析結果報告を類似店舗20B、20C等に送信するようにしてもよい。 The analysis result report unit 14 of the EMS cloud server 10 receives the analysis result of the analysis unit 13, creates an analysis result report, and transmits the analysis result report to the headquarter 40 and the analysis target store 20A via the communication unit 17 (S16). Note that the analysis result report unit 14 of the EMS cloud server 10 may transmit the analysis result report to the similar stores 20B, 20C, etc. with the consent of the analysis target store 20A.
 図6は、図5の類似店舗の機器の状態情報取得(S14)の手順の一例を例示する流れ図である。 FIG. 6 is a flowchart illustrating an example of a procedure for acquiring the state information (S14) of the device of the similar store in FIG.
 EMSクラウドサーバ10における類似店舗の機器の状態情報取得部12は、例えば、店舗規模、立地、売上高、来客数についてほぼ同等である複数の店舗を同一のグループ(クラスタ)に類別する(S131)。あるいは、ステップS131の店舗のクラスタへの類別は、類似店舗の機器の状態情報取得部12で行う代わりに、EMSクラウドサーバ10は、店舗20を統括する本部40から、店舗20をグループ(クラスタ)に類別した情報、又は関連情報を取得するようにしてもよい。 The device status information acquisition unit 12 of similar stores in the EMS cloud server 10 classifies, for example, a plurality of stores that are substantially equivalent in store size, location, sales, and number of visitors into the same group (cluster) (S131). . Alternatively, the classification of the stores into clusters in step S131 is performed by the device status information acquisition unit 12 of the similar store, and the EMS cloud server 10 groups the stores 20 from the headquarters 40 that supervises the stores 20 (groups). You may make it acquire the information classified into these, or related information.
 類似店舗の機器の状態情報取得部12は、類似店舗の電力情報を類似店舗の通信装置から取得する(S132)。 The device status information acquisition unit 12 of the similar store acquires the power information of the similar store from the communication device of the similar store (S132).
 類似店舗の機器の状態情報取得部12は機器分離等を行うことで、類似店舗の機器の消費電力の時系列情報(状態情報)を取得する(S133)。 The device status information acquisition unit 12 of the similar store device acquires time series information (state information) of the power consumption of the device of the similar store by performing device separation or the like (S133).
 類似店舗の機器の状態情報取得部12は、分析対象の店舗の機器と同一の機器(例えば電磁調理器や、中華まん保温器)の状態情報を取得し、分析部13に受けわたす(S134)。 The state information acquisition unit 12 of the similar store device acquires the state information of the same device (for example, an electromagnetic cooker or a Chinese bun incubator) as the analysis target store device, and passes it to the analysis unit 13 (S134).
 上記実施形態によれば、店舗における機器の使用状態が適正なものであるか否かの分析を与え、さらに、当該機器に関して売上の優る類似店舗の機器の状態情報等に基づき、どのような稼働状態が適正であるかの情報を提供可能としている。また店舗を管理する本部において、当該店舗における機器の動作タイミングが適正であるか等を検証可能とするフィードバック情報を提供可能としている。 According to the above embodiment, an analysis is made as to whether or not the use state of the device in the store is appropriate, and further, what kind of operation is performed based on the state information of the device of a similar store that has higher sales with respect to the device. It is possible to provide information on whether the state is appropriate. In addition, the head office that manages the store can provide feedback information that enables verification of whether the operation timing of the device in the store is appropriate.
 上記実施形態の変形として、EMSクラウドサーバ10は、店舗のPOS情報、及び、店舗における揚げ物用等の電磁調理器、中華まん保温器や、ドーナツ保温器、電気おでん鍋、コーヒーマシン等の少なくとも一つの機器の温度情報(温度センサでの検知温度)を収集し、店舗からの電力情報を機器分離して機器ごとの電力情報を抽出するようにしてもよい。EMSクラウドサーバ10は、店舗のPOS情報から、例えば揚げ物等の商品が、いつ、いくらで、いくつ、販売されたかの情報を抽出し、該当機器(揚げ物用等の電磁調理器)の稼働時間との関係から、どのタイミングでどの程度の商品(揚げ物)を調理すればよいかを分析結果として報告するようにしてもよい。この場合、EMSクラウドサーバ10は、さらに、気象情報やイベント情報に基づき、売れ行き量を予測して、どのタイミングでどの程度の商品(揚げ物)を調理すればよいかを分析結果として報告するようにしてもよい。 As a modification of the above-described embodiment, the EMS cloud server 10 includes at least one of POS information of a store, an electromagnetic cooker for fried foods in a store, a Chinese bun warmer, a donut warmer, an electric oden pan, a coffee machine, and the like. Device temperature information (temperature detected by a temperature sensor) may be collected, and power information from a store may be separated to extract power information for each device. The EMS cloud server 10 extracts information about when, how much, and how many products such as fried food were sold from the POS information of the store, and the operation time of the corresponding device (electromagnetic cooker for fried food etc.) From the relationship, you may be made to report as an analysis result how much goods (fried food) should be cooked at which timing. In this case, the EMS cloud server 10 further predicts the amount of sales based on weather information and event information, and reports as an analysis result how much product (fried food) should be cooked at what timing. May be.
 また、EMSクラウドサーバ10は、分析対象の店舗と類似店舗のPOS情報から、ある商品(例えば揚げ物、中間まん等)の売上高が分析対象の店舗よりも高い類似店舗における当該商品の調理機器の稼働時間の分析結果と、天気予報等の気象情報や、当該店舗近くの会場での催しもの等のイベント情報に基づき、当該商品の売上高が増加またはピークとなる時間帯等を予測し、この時間帯に合わせて当該商品の調理機器を稼働させる時間帯を算出するようにしてもよい。 In addition, the EMS cloud server 10 determines, based on the POS information of the analysis target store and the similar store, the cooking device of the product in the similar store where the sales of a certain product (for example, deep-fried food, intermediate steam etc.) are higher than the analysis target store. Based on the analysis results of operating hours, weather information such as weather forecasts, and event information such as events at the venue near the store, forecast the time period when the sales of the product will increase or peak, etc. You may make it calculate the time slot | zone which operates the cooking appliance of the said goods according to a time slot | zone.
 なお、上記実施形態では、インターネット等に接続しクラウドサービスを提供するEMSクラウドサーバ10に設備管理装置を実装した例に即して説明したが、設備管理装置は、店舗の機器の消費電力、電流波形等を取得可能であるノードであれば、任意のネットワークノードに実装してもよい。 In the above-described embodiment, the facility management apparatus is mounted on the EMS cloud server 10 that is connected to the Internet or the like and provides a cloud service. Any node that can acquire a waveform or the like may be mounted on any network node.
 なお、上記の特許文献1-4、非特許文献1、2の各開示を、本書に引用をもって繰り込むものとする。本発明の全開示(請求の範囲を含む)の枠内において、さらにその基本的技術思想に基づいて、実施形態ないし実施例の変更・調整が可能である。また、本発明の請求の範囲の枠内において種々の開示要素(各請求項の各要素、各実施例の各要素、各図面の各要素等を含む)の多様な組み合わせ乃至選択が可能である。すなわち、本発明は、請求の範囲を含む全開示、技術的思想にしたがって当業者であればなし得るであろう各種変形、修正を含むことは勿論である。 The disclosures of Patent Documents 1-4 and Non-Patent Documents 1 and 2 above are incorporated herein by reference. Within the scope of the entire disclosure (including claims) of the present invention, the embodiments and examples can be changed and adjusted based on the basic technical concept. Various combinations or selections of various disclosed elements (including each element of each claim, each element of each embodiment, each element of each drawing, etc.) are possible within the scope of the claims of the present invention. . That is, the present invention of course includes various variations and modifications that could be made by those skilled in the art according to the entire disclosure including the claims and the technical idea.
 上記した実施形態は例えば以下のように付記される(ただし、以下に制限されない)。 For example, the above-described embodiment is appended as follows (but is not limited to the following).
(付記1)
 一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の手段と、
 店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の手段と、
 前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の手段と、
 を備えた、ことを特徴とする設備管理装置。
(Appendix 1)
First means for receiving power information of one store and obtaining status information of at least one device installed in the one store;
The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information A second means for obtaining information;
A third means for analyzing a use state of the device in the one store based on state information of the device in the one store and state information of the device in the one or more other stores; ,
An equipment management apparatus comprising:
(付記2)
 前記第3の手段は、
 前記一の店舗では非接続又は非稼働状態であるが、前記1つ又は複数の他の店舗の前記機器では接続又は稼働状態の機器を特定する、ことを特徴とする付記1記載の設備管理装置。
(Appendix 2)
The third means includes
The facility management apparatus according to appendix 1, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores identifies a device in a connected or operating state. .
(付記3)
 前記第3の手段は、
 前記一の店舗の前記機器の売上高と前記1つ又は複数の他の店舗の前記機器の売上高とを比較し、
 前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記1又は2記載の設備管理装置。
(Appendix 3)
The third means includes
Comparing the sales of the device of the one store with the sales of the device of the one or more other stores;
For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store The facility management apparatus according to claim 1 or 2, wherein an instruction to set the device in a state of connection or operation is output according to the state of the device of the other store that is superior in sales.
(付記4)
 前記第3の手段は、
 前記一の店舗の売上高と前記1つ又は複数の他の店舗の売上高とを比較し、
 前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記1又は2記載の設備管理装置。
(Appendix 4)
The third means includes
Comparing the sales of the one store with the sales of the one or more other stores;
When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The facility management apparatus according to appendix 1 or 2, characterized in that:
(付記5)
 前記第3の手段は、
 前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記1乃至4のいずれか一に記載の設備管理装置。
(Appendix 5)
The third means includes
The equipment management device according to any one of appendices 1 to 4, wherein the operation timing of the device of the one store is set.
(付記6)
 前記第3の手段は、
 前記一の店舗に類似した前記他の店舗に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記1乃至5のいずれか一に記載の設備管理装置。
(Appendix 6)
The third means includes
Installed in the other store similar to the one store, the device corresponding to the device of the one store, the same as the device of the other store with higher sales than the one store The facility management device according to any one of appendices 1 to 5, wherein the operation timing of the device of the one store is set so as to be the operation timing.
(付記7)
 前記第2の手段は、前記店舗情報のうち少なくとも店舗規模と、立地条件に基づき、前記一の店舗に類似した前記1つ又は複数の他の店舗を抽出する、ことを特徴とする付記1乃至6のいずれか一に記載の設備管理装置。
(Appendix 7)
The second means is characterized in that the one or more other stores similar to the one store are extracted based on at least the store size and location conditions in the store information. 6. The facility management apparatus according to any one of 6.
(付記8)
 付記1乃至7のいずれか一に記載の設備管理装置を備え、前記機器を設置する店舗の通信装置と通信接続するサーバ装置。
(Appendix 8)
A server device comprising the equipment management device according to any one of appendices 1 to 7 and communicatively connected to a communication device of a store where the equipment is installed.
(付記9)
 複数の店舗の通信装置と通信接続するサーバを備え、
 前記各店舗の通信装置は、
 前記各店舗の機器の消費電力と電力波形の少なくとも一方を前記サーバに送信し、
 前記サーバは、
 一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の手段と、
 店舗情報のうち予め定められた複数の所定の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の手段と、
 前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の手段と、
 を備えた、ことを特徴とする設備管理システム。
(Appendix 9)
Including a server for communication connection with communication devices of a plurality of stores;
The communication device of each store is
Transmitting at least one of the power consumption and the power waveform of the equipment of each store to the server,
The server
First means for receiving power information of one store and obtaining status information of at least one device installed in the one store;
A device installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined predetermined information items in the store information and corresponding to the device of the one store A second means for acquiring the state information of
A third means for analyzing a use state of the device in the one store based on state information of the device in the one store and state information of the device in the one or more other stores; ,
A facility management system characterized by comprising:
(付記10)
 前記第3の手段は、
 前記一の店舗では非接続又は非稼働状態であるが、前記1つ又は複数の他の店舗の前記機器では接続又は稼働状態の機器を特定する、ことを特徴とする付記9記載の設備管理システム。
(Appendix 10)
The third means includes
The facility management system according to appendix 9, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores specifies a device in a connected or operating state. .
(付記11)
 前記第3の手段は、
 前記一の店舗の前記機器の売上高と、前記1つ又は複数の他の店舗の前記機器の売上高とを比較し、
 前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記9又は10記載の設備管理システム。
(Appendix 11)
The third means includes
Comparing the sales of the device of the one store with the sales of the device of the one or more other stores;
For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store 11. The facility management system according to claim 9 or 10, wherein an instruction to set the device in a state of connection or operation is output in accordance with the state of the device in the other store that is superior in sales.
(付記12)
 前記第3の手段は、
 前記一の店舗の売上高と前記1つ又は複数の他の店舗の売上高とを比較し、
 前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記9又は10記載の設備管理システム。
(Appendix 12)
The third means includes
Comparing the sales of the one store with the sales of the one or more other stores;
When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The facility management system according to appendix 9 or 10, wherein the instruction is output.
(付記13)
 前記第3の手段は、
 前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記9乃至12のいずれか一に記載の設備管理システム。
(Appendix 13)
The third means includes
The equipment management system according to any one of appendices 9 to 12, wherein an operation timing of the device of the one store is set.
(付記14)
 前記第3の手段は、
 前記一の店舗に類似した前記他の店舗に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記9乃至13のいずれか一に記載の設備管理システム。
(Appendix 14)
The third means includes
Installed in the other store similar to the one store, the device corresponding to the device of the one store, the same as the device of the other store with higher sales than the one store The facility management system according to any one of appendices 9 to 13, wherein the operation timing of the device of the one store is set so as to be the operation timing.
(付記15)
 前記第2の手段は、
 前記店舗情報のうち少なくとも店舗規模と、立地条件に基づき、前記一の店舗に類似した前記1つ又は複数の他の店舗を抽出する、ことを特徴とする付記9乃至14のいずれか一に記載の設備管理システム。
(Appendix 15)
The second means includes
The one or more other stores similar to the one store are extracted based on at least the store scale and location conditions in the store information, according to any one of appendices 9 to 14, Equipment management system.
(付記16)
 複数の店舗と通信接続するサーバを用いた設備管理方法であって、
 一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得し、
 店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得し、
 前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する、
 ことを特徴とする設備管理方法。
(Appendix 16)
A facility management method using a server for communication connection with a plurality of stores,
Receiving power information of one store, obtaining status information of at least one device installed in the one store,
The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information Get information,
Based on the state information of the device of the one store and the state information of the device of the one or more other stores, the use state of the device in the one store is analyzed.
A facility management method characterized by that.
(付記17)
 前記一の店舗では非接続又は非稼働状態であるが、前記1つ又は複数の他の店舗の前記機器では接続又は稼働状態の機器を特定する、ことを特徴とする付記16記載の設備管理方法。
(Appendix 17)
The facility management method according to claim 16, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores specifies a device in a connected or operating state. .
(付記18)
 前記一の店舗の前記機器の売上高と前記1つ又は複数の他の店舗の前記機器の売上高とを比較し、
 前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記16又は17記載の設備管理方法。
(Appendix 18)
Comparing the sales of the device of the one store with the sales of the device of the one or more other stores;
For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store 18. The facility management method according to appendix 16 or 17, wherein an instruction to set the device in a state of connection or operation is output in accordance with the state of the device in the other store that is superior in sales.
(付記19)
 前記一の店舗の売上高と前記1つ又は複数の他の店舗の売上高とを比較し、
 前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記16又は17記載の設備管理方法。
(Appendix 19)
Comparing the sales of the one store with the sales of the one or more other stores;
When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The facility management method according to appendix 16 or 17, characterized in that:
(付記20)
 前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記16乃至19のいずれか一に記載の設備管理方法。
(Appendix 20)
The facility management method according to any one of appendices 16 to 19, wherein an operation timing of the device in the one store is set.
(付記21)
 前記一の店舗と類似した前記他の店舗に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記16乃至20のいずれか一に記載の設備管理方法。
(Appendix 21)
Installed in the other store similar to the one store, the device corresponding to the device in the one store, the same as the device in the other store with higher sales than the one store The facility management method according to any one of supplementary notes 16 to 20, wherein the operation timing of the device of the one store is set so as to be the operation timing.
(付記22)
 前記店舗情報のうち少なくとも店舗規模と、立地条件に基づき、前記一の店舗と類似した前記1つ又は複数の他の店舗を抽出する、ことを特徴とする付記16乃至21のいずれか一に記載の設備管理方法。
(Appendix 22)
The one or more other stores that are similar to the one store are extracted based on at least the store scale and location conditions in the store information. Equipment management method.
(付記23)
 一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の処理と、
 店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の処理と、
 前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の処理と、
 をコンピュータに実行させるプログラム。
(Appendix 23)
A first process of receiving power information of one store and obtaining status information of at least one device installed in the one store;
The state of the device corresponding to the device of the one store installed in one or a plurality of other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information A second process of acquiring information;
A third process for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores; ,
A program that causes a computer to execute.
(付記24)
 前記第3の処理は、
 前記一の店舗では非接続又は非稼働状態であるが、前記1つ又は複数の他の店舗の前記機器では接続又は稼働状態の機器を特定する、ことを特徴とする付記23記載のプログラム。
(Appendix 24)
The third process includes
The program according to appendix 23, wherein the one store is in a disconnected or non-operating state, but the device in the one or more other stores specifies a connected or operating device.
(付記25)
 前記第3の処理は、
 前記一の店舗の前記機器の売上高と前記1つ又は複数の他の店舗の前記機器の売上高とを比較し、
 前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記23又は24記載のプログラム。
(Appendix 25)
The third process includes
Comparing the sales of the device of the one store with the sales of the device of the one or more other stores;
For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store 25. The program according to claim 23 or 24, wherein an instruction to set the device in a state of connection or operation is output in accordance with the state of the device of the other store that is superior in sales.
(付記26)
 前記第3の処理は、
 前記一の店舗の売上高と前記1つ又は複数の他の店舗の売上高とを比較し、
 前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする付記23乃至25のいずれか一に記載のプログラム。
(Appendix 26)
The third process includes
Comparing the sales of the one store with the sales of the one or more other stores;
When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The program according to any one of appendices 23 to 25, wherein the instruction is output.
(付記27)
 前記第3の処理は、
 前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記23乃至26のいずれか一に記載のプログラム。
(Appendix 27)
The third process includes
The program according to any one of appendices 23 to 26, wherein the operation timing of the device in the one store is set.
(付記28)
 前記第3の処理は、
 前記一の店舗と類似した前記他の店舗に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする付記23乃至27のいずれか一に記載のプログラム。
(Appendix 28)
The third process includes
Installed in the other store similar to the one store, the device corresponding to the device in the one store, the same as the device in the other store with higher sales than the one store The program according to any one of appendices 23 to 27, wherein the operation timing of the device of the one store is set so as to be the operation timing.
(付記29)
 前記第2の処理は、
 前記店舗情報のうち少なくとも店舗規模と、立地条件に基づき、前記一の店舗と類似した前記1つ又は複数の他の店舗を抽出する、ことを特徴とする付記23乃至28のいずれか一に記載のプログラム。
(Appendix 29)
The second process includes
One or more other stores similar to the one store are extracted based on at least the store scale and location conditions in the store information. Program.
10 サーバ(EMSクラウドサーバ)
11 店舗の機器の状態情報取得部
12 類似店舗の機器の状態情報取得部
13 分析部
14 分析結果報告部
15 記憶部
16 記憶管理部
17 通信部
18 制御部
20、20A-20N 店舗
21、21A-21N 通信装置
22 分電盤
23 電流センサ
24A~24C 機器
30 電力供給事業主
31、31A-31N  メータ(スマートメータ)
40 本部(管理センタ)
60 インターネット
100 設備管理装置
101 店舗の機器の状態情報取得部
102 類似店舗の機器の状態情報取得部
103 分析部
104 処理装置(プロセッサ)
105 メモリ
10 servers (EMS cloud server)
11 Store device status information acquisition unit 12 Similar store device status information acquisition unit 13 Analysis unit 14 Analysis result report unit 15 Storage unit 16 Storage management unit 17 Communication unit 18 Control unit 20, 20A- 20N Store 21, 21A- 21N Communication device 22 Distribution board 23 Current sensors 24A to 24C Equipment 30 Electric power supplier 31, 31A-31N Meter (smart meter)
40 headquarters (management center)
60 Internet 100 Equipment Management Device 101 Store Device Status Information Acquisition Unit 102 Similar Store Device Status Information Acquisition Unit 103 Analysis Unit 104 Processing Device (Processor)
105 memory

Claims (19)

  1.  一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の機器状態情報取得部と、
     店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗の電力情報を受け、前記1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の機器状態情報取得部と、
     前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する分析部と、
     を備えた、ことを特徴とする設備管理装置。
    A first device status information acquisition unit that receives power information of one store and acquires status information of at least one device installed in the one store;
    Receiving power information of one or more other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information, installed in the one or more other stores A second device status information acquisition unit that acquires status information of a device corresponding to the device of the one store;
    Based on the status information of the device of the one store and the status information of the device of the one or more other stores, an analysis unit that analyzes the usage status of the device in the one store;
    An equipment management apparatus comprising:
  2.  前記分析部は、
     前記一の店舗では非接続又は非稼働状態であるが、前記1つ又は複数の他の店舗の前記機器では接続又は稼働状態の機器を特定する、ことを特徴とする請求項1記載の設備管理装置。
    The analysis unit
    The equipment management according to claim 1, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores specifies a connected or operating device. apparatus.
  3.  前記分析部は、
     前記一の店舗の前記機器の売上高と前記1つ又は複数の他の店舗の前記機器の売上高とを比較し、
     前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする請求項1又は2記載の設備管理装置。
    The analysis unit
    Comparing the sales of the device of the one store with the sales of the device of the one or more other stores;
    For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store The facility management apparatus according to claim 1 or 2, wherein an instruction to set the device in a state of connection or operation in accordance with the state of the device in the other store that is superior in sales is output. .
  4.  前記分析部は、
     前記一の店舗の売上高と前記1つ又は複数の他の店舗の売上高とを比較し、
     前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする請求項1又は2記載の設備管理装置。
    The analysis unit
    Comparing the sales of the one store with the sales of the one or more other stores;
    When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The facility management apparatus according to claim 1, wherein the instruction is output.
  5.  前記分析部は、
     前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする請求項1乃至4のいずれか1項に記載の設備管理装置。
    The analysis unit
    The equipment management apparatus according to claim 1, wherein an operation timing of the device in the one store is set.
  6.  前記分析部は、
     前記一の店舗に類似した前記他の店舗に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする請求項1乃至5のいずれか1項に記載の設備管理装置。
    The analysis unit
    Installed in the other store similar to the one store, the device corresponding to the device of the one store, the same as the device of the other store with higher sales than the one store The equipment management apparatus according to claim 1, wherein the operation timing of the device in the one store is set so as to be the operation timing.
  7.  前記第2の機器状態情報取得部は、前記店舗情報のうち少なくとも店舗規模と、立地条件に基づき、前記一の店舗に類似した前記1つ又は複数の他の店舗を抽出する、ことを特徴とする請求項1乃至6のいずれか1項に記載の設備管理装置。 The second device state information acquisition unit extracts the one or more other stores similar to the one store based on at least the store scale and location conditions in the store information. The facility management apparatus according to any one of claims 1 to 6.
  8.  請求項1乃至7のいずれか1項に記載の設備管理装置を備え、前記機器を設置する店舗の通信装置と通信接続するサーバ装置。 A server device comprising the equipment management device according to any one of claims 1 to 7 and connected in communication with a communication device of a store where the equipment is installed.
  9.  複数の店舗の通信装置と通信接続するサーバを備え、
     前記各店舗の通信装置は、
     前記各店舗に設置される1つ又は複数の機器の電力情報を前記サーバに送信し、
     前記サーバは、
     一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の機器状態情報取得部と、
     店舗情報のうち予め定められた複数の所定の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗の電力情報を受け、前記1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の機器状態情報取得部と、
     前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する分析部と、
     を備えた、ことを特徴とする設備管理システム。
    Including a server for communication connection with communication devices of a plurality of stores;
    The communication device of each store is
    Transmitting power information of one or more devices installed in each store to the server;
    The server
    A first device status information acquisition unit that receives power information of one store and acquires status information of at least one device installed in the one store;
    Receiving power information of one or more other stores extracted as a store similar to the one store with respect to a plurality of predetermined predetermined information items among the store information, the one or more other stores A second device status information acquisition unit that acquires status information of a device corresponding to the device of the one store;
    Based on the status information of the device of the one store and the status information of the device of the one or more other stores, an analysis unit that analyzes the usage status of the device in the one store;
    A facility management system characterized by comprising:
  10.  前記分析部は、
     前記一の店舗では非接続又は非稼働状態であるが、前記1つ又は複数の他の店舗の前記機器では接続又は稼働状態の機器を特定する、ことを特徴とする請求項9記載の設備管理システム。
    The analysis unit
    The equipment management according to claim 9, wherein the one store is in a non-connected or non-operating state, but the device in the one or more other stores specifies a connected or operating device. system.
  11.  前記分析部は、
     前記一の店舗の前記機器の売上高と、前記1つ又は複数の他の店舗の前記機器の売上高とを比較し、
     前記一の店舗では非接続又は非稼働状態の前記機器について、前記1つ又は複数の他の店舗の接続又は稼働状態の前記機器が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする請求項9又は10記載の設備管理システム。
    The analysis unit
    Comparing the sales of the device of the one store with the sales of the device of the one or more other stores;
    For the device that is disconnected or non-operating in the one store, if the device connected or operating in one or more other stores excels in sales, the device is disconnected or non-operating in the one store The equipment management system according to claim 9 or 10, wherein an instruction to set the device in a state of connection or operation is output in accordance with the state of the device of the other store that is superior in sales. .
  12.  前記分析部は、
     前記一の店舗の売上高と前記1つ又は複数の他の店舗の売上高とを比較し、
     前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする請求項9又は10記載の設備管理システム。
    The analysis unit
    Comparing the sales of the one store with the sales of the one or more other stores;
    When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The facility management system according to claim 9 or 10, wherein the instruction is output.
  13.  前記分析部は、
     前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする請求項9乃至12のいずれか1項に記載の設備管理システム。
    The analysis unit
    The equipment management system according to any one of claims 9 to 12, wherein the operation timing of the device in the one store is set.
  14.  前記分析部は、
     前記一の店舗に類似した前記他の店舗に設置されており、前記一の店舗の前記機器に対応する機器であって前記一の店舗よりも売上高の高い前記他の店舗の機器と同一の動作タイミングとなるように、前記一の店舗の前記機器の動作タイミングを設定する、ことを特徴とする請求項9乃至13のいずれか1項に記載の設備管理システム。
    The analysis unit
    Installed in the other store similar to the one store, the device corresponding to the device of the one store, the same as the device of the other store with higher sales than the one store The equipment management system according to any one of claims 9 to 13, wherein an operation timing of the device in the one store is set so as to be an operation timing.
  15.  前記第2の機器状態情報取得部は、
     前記店舗情報のうち少なくとも店舗規模と、立地条件に基づき、前記一の店舗に類似した前記1つ又は複数の他の店舗を抽出する、ことを特徴とする請求項9乃至14のいずれか1項に記載の設備管理システム。
    The second device state information acquisition unit
    The one or more other stores similar to the one store are extracted based on at least the store scale and location conditions in the store information. Equipment management system described in 1.
  16.  複数の店舗と通信接続するサーバを用いた設備管理方法であって、
     一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得し、
     店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗の電力情報を受け、前記1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得し、
     前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する、
     ことを特徴とする設備管理方法。
    A facility management method using a server for communication connection with a plurality of stores,
    Receiving power information of one store, obtaining status information of at least one device installed in the one store,
    Receiving power information of one or more other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information, installed in the one or more other stores And obtaining the status information of the device corresponding to the device of the one store,
    Based on the state information of the device of the one store and the state information of the device of the one or more other stores, the use state of the device in the one store is analyzed.
    A facility management method characterized by that.
  17.  前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする請求項16記載の設備管理方法。 When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. The facility management method according to claim 16, wherein the instruction is output.
  18.  一の店舗の電力情報を受け、前記一の店舗に設置される少なくとも一つの機器の状態情報を取得する第1の処理と、
     店舗情報のうち予め定められた複数の情報項目に関し前記一の店舗に類似する店舗として抽出された1つ又は複数の他の店舗の電力情報を受け、前記1つ又は複数の他の店舗に設置され、前記一の店舗の前記機器に対応する機器の状態情報を取得する第2の処理と、
     前記一の店舗の前記機器の状態情報と、前記1つ又は複数の他の店舗の前記機器の状態情報とに基づき、前記一の店舗での前記機器の使用状態を分析する第3の処理と、
     をコンピュータに実行させるプログラム。
    A first process of receiving power information of one store and obtaining status information of at least one device installed in the one store;
    Receiving power information of one or more other stores extracted as a store similar to the one store with respect to a plurality of predetermined information items in the store information, installed in the one or more other stores A second process of acquiring status information of a device corresponding to the device of the one store;
    A third process for analyzing a use state of the device at the one store based on state information of the device at the one store and state information of the device at the one or more other stores; ,
    A program that causes a computer to execute.
  19.  前記第3の処理は、
     前記他の店舗が売上高で優る場合、前記一の店舗において非接続又は非稼働状態の前記機器を、売上高で優る前記他の店舗の機器の状態にしたがい、接続又は稼働状態に設定することの指示を出力する、ことを特徴とする請求項18に記載のプログラム。
    The third process includes
    When the other store is superior in sales, the device that is not connected or not operating in the one store is set to be connected or operating in accordance with the state of the device of the other store that is superior in sales. 19. The program according to claim 18, wherein the instruction is output.
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Cited By (2)

* Cited by examiner, † Cited by third party
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CN107730842A (en) * 2017-09-12 2018-02-23 国家电网公司 Transformer station's pressing plate displacement alarm method and device
JP2020016505A (en) * 2018-07-24 2020-01-30 ナブテスコ株式会社 Analyzer
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