CN107463154A

CN107463154A - A kind of intelligent hotel energy-saving control method and system

Info

Publication number: CN107463154A
Application number: CN201710694745.6A
Authority: CN
Inventors: 刘欣; 汤峰
Original assignee: Samsung Electronics China R&D Center; Samsung Electronics Co Ltd
Current assignee: Samsung Electronics China R&D Center; Samsung Electronics Co Ltd
Priority date: 2017-08-15
Filing date: 2017-08-15
Publication date: 2017-12-12
Anticipated expiration: 2037-08-15
Also published as: CN107463154B

Abstract

The invention provides a kind of intelligent hotel energy-saving control method and system, this method is applied to Energy Saving Control server, including：The a plurality of history check-in information of client is obtained, all history check-in information based on acquisition generate comfort level model corresponding to the client and time of return probabilistic model；The check-in information includes：The client moves in room information；The client, which moves in room information, to be included：Room seizure condition, room disengaging time and energy-saving equipment status information；When the room seizure condition that the client moves in room changes, the energy-saving equipment for moving in room to the client using comfort level model corresponding to the client and time of return probabilistic model carries out state adjustment, so as under the premise of ensuring that client is comfortable, realize Energy Saving Control.

Description

A kind of intelligent hotel energy-saving control method and system

Technical field

The present invention relates to intelligent hotel technical field, more particularly to a kind of intelligent hotel energy-saving control method and system.

Background technology

Intelligent hotel (Smart Hotel) is exactly hotel's intellectuality.Hotel's intellectuality is with New Communication Technology, Computing Intelligence Information processing can be changed, the information network system that broadband interactive multimedia network technology is core, rely on intelligent hotel management system System, integrates intelligent lighting management, air conditioning managing, call manager and information service management function, will by technology of Internet of things The various soft and hardwares in hotel are preferably connected, and information-based, intelligent, personalized service, lifting hotel pipe are provided for guest Reason is horizontal, reduces hotel operating cost, improves guest and moves in hotel's satisfaction.

Existing intelligent hotel installs various intelligent power saving hardware devices, and various wired, wireless sensers.Existing intelligence The various wired, wireless sensers that Hospitality management system relies primarily on room perceive environmental information and customer action, and these are felt Know that information reaches the purpose for improving users'comfort and energy saving as the input of device control module.However, this method The data in view of the comfort level of client, the saving rate of energy and multiple dimensions are all to have direct or indirect relation, Its input data dimensional comparison is single, and the processing to data is excessively simple direct, causes the value of mass data ineffective Excavate, and it is also fairly simple to the control mode of equipment, and the balance between comfort level and the energy saving of client is poor.

The content of the invention

In view of this, it is an object of the invention to provide a kind of intelligent hotel energy-saving control method and system, can protect The saving rate of energy is improved while demonstrate,proving client's comfort level.

In order to achieve the above object, the invention provides following technical scheme：

A kind of intelligent hotel energy-saving control method, applied to Energy Saving Control server, including：

The a plurality of history check-in information of client is obtained, all history check-in information based on acquisition are generated corresponding to the client Comfort level model and time of return probabilistic model；The check-in information includes：The client moves in room information；The client moves in Room information includes：Room seizure condition, room disengaging time and energy-saving equipment status information；

When the room seizure condition that the client moves in room changes, using comfort level model corresponding to the client and The energy-saving equipment that time of return probabilistic model moves in room to the client carries out state adjustment, to realize Energy Saving Control.

A kind of intelligent hotel energy-saving control system, the system include Energy Saving Control server,

The Energy Saving Control server, for obtaining a plurality of history check-in information of client, all history based on acquisition Check-in information generates comfort level model corresponding to the client and time of return probabilistic model；The check-in information includes：The client Move in room information；The client, which moves in room information, to be included：Room seizure condition, room disengaging time and energy-saving equipment state Information；When room seizure condition for moving in room as the client changes, comfort level model corresponding to the client is utilized The energy-saving equipment for moving in room to the client with time of return probabilistic model carries out state adjustment, to realize Energy Saving Control.

As can be seen from the above technical solution, it is corresponding using a plurality of client's check-in information generation client of acquisition in the present invention Comfort level model and time of return probabilistic model, so as to when the seizure condition that client moves in room changes, utilize this The energy-saving equipment that comfort level model corresponding to client and time of return probabilistic model are moved in client in aspect carries out Energy Saving Control, It is allowed in the case where ensureing client's comfort level, farthest reduces energy expenditure, realizes energy-conservation purpose.

Brief description of the drawings

Fig. 1 is intelligent hotel network system schematic diagram of the embodiment of the present invention；

Fig. 2 is intelligent hotel energy-saving control method flow chart of the embodiment of the present invention.

Embodiment

In order to make the purpose , technical scheme and advantage of the present invention be clearer, below in conjunction with the accompanying drawings and according to embodiment, Technical scheme is described in detail.

In the present invention, for each client, by collecting the history check-in information of the client, given birth to according to history check-in information Into comfort level model corresponding to the client and time of return probabilistic model, comfort level model and time of return are corresponded to using the client The energy-saving equipment that probabilistic model currently moves in room to the client carries out Energy Saving Control, so that under the premise of guarantor client is comfortable, Farthest save energy.

The realization principle of the present invention is illustrated below：

First, Data Collection

In the embodiment of the present invention, the check-in information of client mainly includes following content：Customer information, client move in room letter Breath, external environmental information etc..Wherein,

Customer information mainly includes：Sex, the age, nationality, register the time, move in room, move in duration, it is personal partially Good (such as like higher temperature, like smoking) etc..

Client, which moves in room information, to be included：Room seizure condition, the room disengaging letter such as time and energy-saving equipment status information Breath.Wherein, room seizure condition includes：(check in) is registered, (occupied) is taken, is vacant (unoccupied), check out four kinds of (check out)；Room disengaging the time show client enter room or withdraw from a room when Between；Energy-saving equipment refers to that client moves in the equipment configured in room, can realize that energy consumption adjusts by adjusting device state.

External environmental information includes：Weather information etc..Wherein, Weather information mainly includes city ID, temperature, humidity, wind Speed, weather description information etc..

Below with reference to Fig. 1, the acquisition to above- mentioned information illustrates.

Referring to Fig. 1, Fig. 1 is intelligent hotel network system schematic diagram of the embodiment of the present invention, and intelligent hotel network system includes Estate management server (Property Management System, PMS) system, Energy Saving Control server and be intelligent wine (for the gateway 1 in Fig. 1 to gateway N, each gateway is corresponding to one in an intelligent hotel for the gateway of each room configuration in shop Room), also (energy-saving equipment in a room can have one with the energy-saving equipment in the room on the gateway in each room in addition Individual or multiple, all energy-saving equipments in the room are represented with an energy-saving equipment in Fig. 1), (sensor can include sensor The multiple sensors such as door status sensor door sensor, action sensor motion sensor, with a sensor generation in Fig. 1 The all the sensors configured in one room of table) it is connected by Wireless/wired network, sensor is mainly used in client perception row For.

In above-mentioned Fig. 1, Energy Saving Control server and PMS systems can be same servers or different Server.In addition, intelligent hotel network system is also possible that a variety of other equipment that can be networked, due to the reality with the present invention Now relation is little, therefore does not mark in Fig. 1.

In the intelligent hotel network system shown in above-mentioned Fig. 1, PMS systems are mainly used in the typing of customer information and upper Report, and client move in reporting for the seizure condition information in room.

Customer information reports：

In existing realization, client is when moving in, it is necessary first to registered in reception counter of hotel, client handle register into During firmly, reception counter of hotel staff typing customer information in PMS systems by customer information, and moved in for client's distribution Room number.

The customer information of PMS system typings is as shown in Table 1：

Table one

PMS systems can report customer information Energy Saving Control server after typing customer information.

Client moves in reporting for the seizure condition information in room：

PMS systems, it is necessary to set client to move in the seizure condition in room, are handled in client and checked out after typing customer information When, it is also desirable to set client to move in the seizure condition in room.

In the embodiment of the present invention, the seizure condition in room includes registering (check in), takes (occupied), not Take (unoccupied), check out (check out).Wherein,

Check in show that client registers in reception counter of hotel, but not yet live in the room of distribution；

Occupied shows that client registers in reception counter of hotel, has also lived in the room of distribution, and client is current It is sitting in the room of distribution；

Unoccupied shows that client registers in reception counter of hotel, has also lived in the room of distribution, and client works as It is preceding not in the room of distribution；

Check out show that client has handled in reception counter of hotel and checked out.

PMS systems are after typing customer information, because now client not yet lives in the room of distribution, therefore now by client The seizure condition for moving in room is arranged to check in.

Client is also moved in room by PMS systems simultaneously when the customer information of typing is reported into Energy Saving Control server Seizure condition (being now check in) report Energy Saving Control server.

After reception counter of hotel is checked out, the seizure condition that PMS systems need to move in client into room is set client For check out.

PMS systems by client move in room seizure condition be arranged to check out after, it is also necessary to further by the room Seizure condition report Energy Saving Control server.

In the intelligent hotel network system shown in above-mentioned Fig. 1, gateway corresponding to each room is mainly used in client and moved in The seizure condition information in room, client move in the room disengaging time in room and client moves in each energy-saving equipment shape in room State information reports.

Client moves in reporting for the seizure condition information in room：

After client registers in reception counter of hotel, before client checks out, client can pass in and out as its distribution at any time Room.

Room door is opened in client and enters room or during withdrawing from a room, and the door status sensor of the room configuration can be with Room door state change is perceived, and the room door state change information perceived is reported to the gateway of the room configuration.This In, room door state change information includes：State change and state change time.Wherein, state change includes：It is opened to closing (i.e. room door is changed into closed mode from open mode), close to opening (i.e. room door is changed into open mode from closed mode)； The state change time is the time that door status sensor perceives room door state change.

During client's opening room door enters room or withdrawn from a room, action sensor can also perceive client Mobile message, and client's mobile message is reported to the gateway of the room configuration.Here, client's mobile message includes movement side To, translational speed, displacement etc..

The gateway that client moves in room configuration receives room door state change information and the action that door status sensor reports After client's mobile message that sensor reports, it can be determined according to the room door state change information and client's mobile message of reception Customer action information.Here, customer action information includes：Into room, withdraw from a room.

In one embodiment of the invention, client moves in the gateway of room configuration according to from the room that door status sensor receives Between door state change information and from action sensor receive client's mobile message determine that the specific method of customer action information is：

If the room door state change in the room is opened to close to arrive, if the moving direction of client is moved into room Dynamic and displacement shows that client is had been moved into room, it is determined that customer action information is to enter room, if the movement of client Direction is to be moved to outside room and displacement shows that client is had been moved into outside room, it is determined that customer action information is to leave room Between；

If the room door state change in the room is is opened to closing, if the moving direction of client is moved into room Dynamic and displacement shows that client is had been moved into room, it is determined that customer action information is to enter room, if the movement of client Direction is to be moved to outside room and displacement shows that client is had been moved into outside room, it is determined that customer action information is to leave room Between.

Client moves in the gateway of room configuration according to the room door state change information that is received from door status sensor and driven Make sensor reception client's mobile message determine customer action information after, can determine that client moves according to customer action information The seizure condition in room, specifically, when customer action information shows that client enters room, determine that client moves in the occupancy in room State is occupied, when customer action information shows that client withdraws from a room, determines that the seizure condition that client moves in room is unoccupied。

, can be actively by the room when the seizure condition that client moves in the gateway discovery of the room configuration room changes Between current seizure condition information reporting give Energy Saving Control server.

Client moves in reporting for the room disengaging time in room：

In the embodiment of the present invention, the room disengaging time includes：Entry time and time departure.

Client move in the gateway of room configuration according to the room door state change information received from door status sensor and from After client's mobile message that action sensor receives determines customer action information, if determining that client enters according to customer action information Enter the room, then the state that now entry time in the room can be further arranged in room door state change information becomes Change the time；, now can further leaving the room if determining that client leaves the room according to customer action information Time is arranged to the state change time in room door state change information.

Client moves in the gateway of room configuration when by the seizure condition information reporting in the room to Energy Saving Control server, The room disengaging time in the room can also be reported into Energy Saving Control server simultaneously.

Client moves in reporting for each energy-saving equipment status information in room：

A variety of energy-saving equipments would generally be configured in each room of intelligent hotel, energy-saving equipment described here, referring to can With the equipment for realizing that energy consumption adjusts by changing status information of equipment, such as thermostat, humidifier, television set, refrigerator etc., To realize that energy consumption adjusts by changing equipment state, by taking thermostat as an example, thermostat status information includes：Thermostat sets temperature Degree, thermostat fan mode, refrigeration set temperature, heating to set temperature.By changing thermostat temperature can be set to realize drop Low thermostat energy consumption improves thermostat energy consumption.

In actual use, the state information change of energy-saving equipment is that the comfort level experience of client can be caused necessarily to influence , such as thermostat sets too high or too low for temperature, there is a possibility that client does not feel like oneself, at this moment just needs to set thermostat Temperature is adjusted, so as to provide more comfortable temperature environment for client.Therefore, energy-saving equipment state information change is to influence An important factor for comfort level.

, can be with when the state information change for any energy-saving equipment that client is moved in room therefore, in the present invention Reported to by the gateway of energy-saving equipment state information report after change to the room configuration, then by the gateway of the room configuration Energy Saving Control server, so that energy-saving equipment status information is used for the generation of comfort level model by Energy Saving Control server.

The acquisition of external environmental information：

Energy Saving Control server can be by obtaining intelligent hotel institute from for providing the application program module of Weather information Weather information on ground.Here, the application program module for providing Weather information can be deployed in Energy Saving Control server In local function module or the functional module that is deployed on other servers.

The seizure condition information in room is moved in for customer information, client, room passes in and out time, energy-saving equipment state above Information reports, and is active reporting when being changed with these information, such as：Active reporting during PMS typing customer informations The seizure condition information in the active reporting room when customer information of typing, PMS setting clients move in the seizure condition in room；Respectively When the seizure condition information in the gateway discovery of the room configuration room changes, the occupancy shape after the change of the active reporting room State information and room disengaging time, after the energy-saving equipment state change in the room, the energy-saving equipment after active reporting change Status information.

For any room in intelligent hotel, as information (including customer information, the client of PMS system active reportings That moves in room accounts for status information) and the information of gateway active reporting of the room configuration (include the seizure condition in the room Information, room disengaging time, energy-saving equipment status information), because the possibility reported is smaller simultaneously, therefore only includes client and enter The firmly partial information item of information, remaining item of information is then and in the absence of (in the present invention, the item of information that these are not present is referred to as vacancy ), thus complete client's check-in information can not be formed, in order to obtain complete client's check-in information, generally The last client's check-in information obtained or the acquiescence value of each item of information can be utilized (in present invention, it is desirable to pre-setting The legal span of each item of information and acquiescence value in client's check-in information) by the net of PMS systems or the room configuration The information polishing of report is shut into complete client's check-in information, such as：

When Energy Saving Control server receives the customer information that PMS systems report and client moves in the seizure condition letter in room After breath, in order to by the information polishing into user's check-in information, due to now not yet obtaining the check-in information of the client, because This can move in client the acquiescence value of the room disengaging time in room, energy-saving equipment status information and external environmental information In the information that polishing reports to PMS systems, so as to form complete client's check-in information.

The seizure condition information in the room that the gateway in room reports, room are moved in when Energy Saving Control server receives client Between when passing in and out time, energy-saving equipment status information, can be by the acquiescence value polishing of customer information and external environmental information to objective In the information that the gateway that room is moved at family reports, so as to form complete client's check-in information；Can also be by the last time The gateway that customer information and external environmental information polishing in the check-in information of the client obtained move in room to client reports Information in, so as to form complete client's check-in information.

In actual applications, Energy Saving Control server in PMS systems and/or client except moving in the gateway active in room Notify breath when obtained by the method for content polishing outside complete client's check-in information, can also be obtained by the method periodically obtained To client's check-in information.

In fact, client is after reception counter of hotel is handled and registered, when Energy Saving Control server is according to receiving PMS systems After the customer information reported, it is possible to start periodically (such as every 10 minutes) to go the check-in information for obtaining client, and acquisition The check-in information of client stored as the history check-in information of client, when for follow-up comfort level model and returning Between probabilistic model generation.

Energy Saving Control server periodically can move in the gateway of room configuration and for providing weather from PMS systems, client The application program module of information obtains the check-in information of client, and specific method is：Periodically request is sent with from PMS to PMS systems System obtains customer information, and the webmaster transmission request that room configuration is moved in client is obtained with moving in the gateway of room configuration from client Seizure condition information, room disengaging time and the energy-saving equipment status information in the room are taken, from for providing answering for Weather information The Weather information in intelligent hotel location is obtained with program module；Customer information that the same time is obtained, client move in room Seizure condition information, room disengaging time, the Weather information in energy-saving equipment status information and intelligent hotel location aggregate into For client's check-in information.

It should be noted that：After client's check-in information is obtained, the history for being stored as the client moves in letter Before breath, in addition to the vacancy item in this client's check-in information carries out polishing, it is also necessary to judge this client's check-in information In each item of information value whether in its legal span, if not in legal span (such as：Client gender Man or female are only, if other values are not then in legal span), then client's check-in information can be deleted, with Introducing wrong data is avoided to cause to be subsequently generated the comfort level model for being unsuitable for client and time of return probabilistic model.

In practical implementations, if client once repeatedly moves in intelligent hotel, client obtains when moving in the intelligent hotel before The history check-in information for taking and storing, it is equally applicable to this comfort level model and time of return when moving in intelligent hotel of client The generation of probabilistic model.

It is history check-in information example corresponding to the client of storage below：

A0101,2015/10/01 14:00,1,27,27,Auto,Auto,1,27,19,32,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 14:10,1,27,26,Auto,Auto,1,27,19,32,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 14:20,1,27,26,Auto,Auto,1,27,19,31,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 14:30,1,27,27,Auto,Auto,1,27,19,31,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 14:40,1,27,27,Auto,Auto,1,27,19,31,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 14:50,1,27,27,Auto,Auto,1,27,19,31,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 15:00,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 15:10,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 15:20,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 15:30,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 15:40,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 15:50,1,27,26,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 16:00,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 16:10,1,27,28,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 16:20,1,27,27,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 16:30,1,27,26,Auto,Auto,1,27,19,30,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 16:40,1,27,27,Auto,Auto,1,27,19,29,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 16:50,1,27,28,Auto,Auto,1,27,19,29,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 17:00,1,27,27,Auto,Auto,1,27,19,29,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 17:10,1,27,28,Auto,Auto,1,27,19,28,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 17:20,1,27,27,Auto,Auto,1,27,19,28,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 17:30,1,27,27,Auto,Auto,1,27,19,28,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 17:40,1,27,27,Auto,Auto,1,27,19,28,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 17:50,1,27,27,Auto,Auto,1,27,19,28,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 18:00,1,27,28,Auto,Auto,1,27,19,27,man,N1,8,2015/09/ 27 20:54,type B,n

A0101,2015/10/01 18:10,1,27,27,Auto,Auto,1,27,19,26,man,N1,8,2015/09/ 27 20:54,type B,n

Above-mentioned example is only to illustrate the storage format of the history check-in information of client, wherein the implication of each field is not Emphasis, therefore no longer describe in detail.

2nd, model generates

The check-in information that Energy Saving Control server gets client by way of is actively and passively had been introduced above And it is stored as the method and process of the history check-in information of the client.

After a plurality of history check-in information of client is obtained, it can utilize all history check-in information generation obtained should Comfort level model corresponding to client and time of return probabilistic model.

In the embodiment of the present invention, in order to generate comfort level model corresponding to client and time of return probabilistic model, by client History check-in information be divided into four class examples according to the seizure condition information for obtaining time and client and moving in room (instance)。

Under normal circumstances, for client after intelligent hotel is handled and registered, client moves in the seizure condition change in room Defer to following rule：

After client registers, the seizure condition that PMS systems move in client in room is arranged to check in states simultaneously Energy Saving Control server is reported, so as to which Energy Saving Control server determines that the seizure condition that client moves in room is check in. And before client enters room, the seizure condition in the room is always maintained at check in states.

Then, client enters room, and the gateway in the room determines the seizure condition in the room as occupied and reported Energy Saving Control server, so as to which Energy Saving Control server determines that the seizure condition that client moves in room is occupied.And Before client withdraws from a room, the seizure condition in the room always remains as occupied states.

Then, client withdraws from a room, and the gateway in the room determines the seizure condition in the room as unoccupied and reported Energy Saving Control server is given, so as to which Energy Saving Control server determines that the seizure condition that client moves in room is unoccupied.And And before client is again introduced into room, the seizure condition in the room always remains as unoccupied states.

Hereafter, client can pass in and out room repeatedly according to being actually needed.When client enters room every time, the gateway in the room is true The seizure condition in the fixed room is occupied and reports Energy Saving Control server, so as to which Energy Saving Control server determines client The seizure condition for moving in room is occupied.When client withdraws from a room every time, then the gateway in the room determines accounting for for the room It is unoccupied with state and reports Energy Saving Control server, so as to which Energy Saving Control server determines that client moves in room Seizure condition is unoccupied.Therefore, before client checks out, the seizure condition in the room can pass in and out room according to client Concrete condition switches between occupied and unoccupied two states.

Finally, client is checked out in reception counter of hotel, and the seizure condition that PMS systems move in client in room is arranged to Check out states simultaneously report Energy Saving Control server, so as to which Energy Saving Control server determines that client moves in the occupancy in room State is check out.And before new client registers the room, the seizure condition in the room is always maintained at check Out states.

As can be seen that during once the moving in of client, client moves in the seizure condition in room and is only when initial Check in states, it is at the end check out states, other times are then in two kinds of shapes of occupied and unoccupied Switch between state.

Under above-mentioned four kinds of room seizure conditions, Energy Saving Control server can actively and passively get entering for client Firmly information and it is stored as the history check-in information of client.

In the present invention, all history that Energy Saving Control server obtains under same period same room seizure condition are entered Firmly information is as an example corresponding to the room seizure condition.Such as：

Energy Saving Control server remains all clients obtained in check in a period of time in room seizure condition Check-in information is defined as an example corresponding to room seizure condition check in；

After room seizure condition is changed into occupied from check in, Energy Saving Control server is protected in room seizure condition Hold all client's check-in information obtained in a period of time for occupied and be defined as room seizure condition occupied correspondingly An example；

After room seizure condition is changed into unoccupied from occupied, Energy Saving Control server is in room seizure condition It is corresponding that all client's check-in information to be obtained in occupied a period of time are defined as room seizure condition unoccupied An example；

When room, seizure condition is changed into occupied again, then in room, seizure condition is Energy Saving Control server again All client's check-in information obtained in occupied a period of time are defined as another corresponding to room seizure condition occupied One example；

By that analogy.

As can be seen that in the present invention, the history check-in information of client is moved in into accounting for for room according to acquisition time and client When being divided into four class examples with status information, actually by all history check-in information of client according to obtain time-sequencing, The adjacent and a plurality of history check-in information of room seizure condition identical is defined as an example corresponding to the room seizure condition.

In the present invention, comfort level model corresponding to client includes the first comfort level model and the second comfort level model, wherein, First comfort level model uses example corresponding to room seizure condition check in generate, and the second comfort level model is accounted for using room Example generates corresponding to state occupied.

Wherein,

The generation method of first comfort level model is：

Determine room seizure condition for comfort level corresponding to check in each example；

Room seizure condition is carried for comfort level corresponding to check in all examples and each example as gradient The input of decision tree (GBDT) algorithm is risen, the first comfort level model corresponding to the client is obtained after repetitive exercise.

The generation method of second comfort level model is：

Determine room seizure condition for comfort level corresponding to occupied each example；

Room seizure condition is calculated for comfort level corresponding to occupied all examples and each example as GBDT The input of method, the second comfort level model corresponding to the client is obtained after repetitive exercise.

When energy-saving equipment includes thermostat, power saving function status information of equipment includes thermostat status information；This feelings Under condition, room seizure condition refers to most long perseverance of being held time in the example for comfort level corresponding to check in each example Warm device sets temperature；Room seizure condition be occupied each example corresponding to comfort level also refer to when being maintained in the example Between most long thermostat temperature is set.

In the present invention, determine that every kind of thermostat in an example sets the method held time of temperature specifically can be with For：By all history check-in information in the example according to time-sequencing is obtained, calculate thermostat and set temperature identical and adjacent A plurality of history check-in information in the time of acquisition the latest (i.e. by obtain time-sequencing after, the client for coming the last item moves in Acquisition time of information) subtract and obtain the time earliest and (after i.e. by time-sequencing is obtained, come client's check-in information of first Obtain the time), using the difference of calculating as the thermostat, holding time for temperature is set.

In the embodiment of the present invention, time of return probabilistic model corresponding to client uses unoccupied pairs of room seizure condition The example generation answered, specific method are：

Each example for room seizure condition for unoccupied, by all history check-in information in the example most Evening obtains the time with the difference of acquisition time earliest as the corresponding time of return of the example；

Using room seizure condition be unoccupied all examples and each example corresponding to time of return as at random The input of forest algorithm, time of return probabilistic model corresponding to the client is obtained after trained.

In the present invention, for each example that room seizure condition is unoccupied, all history in the example are entered Firmly information obtains the time with the difference of acquisition time earliest as the corresponding time of return of the example the latest, and its essence is calculating Room seizure condition remains unoccupied time, namely client from the room is left to one section returned the room Time span.Other method can also be used to calculate, for example, being calculated using the room disengaging time, be no longer discussed in detail here.

3rd, Energy Saving Control is carried out using model

It is general to foregoing describes the first comfort level model corresponding to client, the second comfort level model and time of return The generation of rate model.When below to utilizing the first comfort level model corresponding to above-mentioned client, the second comfort level model and returning Between probabilistic model client is moved in room energy-saving equipment carry out Energy Saving Control principle illustrate.

Energy Saving Control when room seizure condition is check in：

When room seizure condition is check in, two kinds of situations are divided into the Energy Saving Control of room energy-saving equipment：

The first situation：The first comfort level model corresponding to client is not generated, and Energy Saving Control is carried out using default configuration.

When client moves in intelligent hotel first, due to not storing history check-in information corresponding to the client before, Handle register when, can not according to corresponding to the client history check-in information generate the first comfort level model, therefore also without The energy-saving equipment that method is moved in room using the first comfort level model to client carries out Energy Saving Control.

In such cases, the energy-saving equipment moved in using default configuration to client in room carries out Energy Saving Control, and acquiescence is matched somebody with somebody Put while need to be to ensure client's comfort level, it is criterion to maximize energy-conservation.

In the embodiment of the present invention, a kind of default configuration sample to thermostat when room seizure condition is check in is such as Under：

2016-03-02~2016-06-01Heat mode setback temperature:24 degrees Celsius；

2016-06-02~2016-09-01Cool mode setback temperature:22 degrees Celsius；

……。

From above-mentioned configuration sample client is can be seen that to move in the seizure condition in room be check in when, in 2016 March For part between June, it is 24 degrees Celsius that the heating of thermostat, which sets temperature default setting,.In June, 2016 to September part it Between, refrigeration degree of the being arranged to default setting of thermostat is 22 degrees Celsius.

Second of situation：First comfort level model has been generated, and energy-saving equipment is saved using the first comfort level model Control.

When client once repeatedly moves in intelligent hotel, many bars corresponding to stored client during due to moving in before History check-in information, when this is handled and registered, these history stored it can enter directly according to corresponding to the client Firmly the first comfort level model corresponding to information generation client, so that when the seizure condition that client moves in room is check in, The energy-saving equipment moved in using the first comfort level model corresponding to client to client in room carries out Energy Saving Control.

By taking the Energy Saving Control of thermostat as an example, room seizure condition is that comfortable angle value is actual corresponding to check in example On refer to thermostat temperature arranges value, then Energy Saving Control process is as follows：

Energy Saving Control server is when it is determined that the seizure condition that client moves in room is check in, Energy Saving Control server A plurality of current check-in information corresponding to the client is obtained (in order to be different from history check-in information, by Energy Saving Control server true It is check in determine client to move in the seizure condition in room, and needs to enter thermostat using the first comfort level model generated Check-in information corresponding to the client obtained during row Energy Saving Control is referred to as current check-in information), by a plurality of current check-in information As the example that room seizure condition is check in, using the example as the first comfort level model corresponding to the client Input, can obtain comfortable angle value corresponding to the example, and the thermostat temperature that the client is moved in room is set and is adjusted to this Comfortable angle value, the Energy Saving Control to thermostat is realized with this.

Energy Saving Control when room seizure condition is occupied：

When room seizure condition is occupied, the Energy Saving Control that room energy-saving equipment is moved in client is also classified into two kinds Situation：

The first situation：The second comfort level model corresponding to client is not yet generated, Energy Saving Control is carried out using default configuration.

When client moves in intelligent hotel first, handling in initial a period of time after registering, due to not yet The history check-in information that room seizure condition is occupied is stored, or the room seizure condition of storage is going through for occupied History check-in information is fewer, can not the history check-in information according to corresponding to the client generate the second comfort level mould corresponding to the client Type, therefore can not also be saved using the energy-saving equipment that the second comfort level model corresponding to the client is moved in room to client Control.

In such cases, the energy-saving equipment moved in using default configuration to client in room carries out Energy Saving Control.Acquiescence is matched somebody with somebody The content put can be set according to the actual requirements, such as default configuration when can use room seizure condition as check in, No longer it is described in detail herein.

Second of situation：The second comfort level model has generated corresponding to client, utilizes the second comfort level mould corresponding to client Type carries out Energy Saving Control to energy-saving equipment.

When client moves in intelligent hotel first and has moved in a very long time, or once repeatedly in intelligent hotel before client When moving in, many bar history check-in information corresponding to now stored client can be directly corresponding according to the client These history check-in information stored generation client corresponding to the second comfort level model, so as in client move in accounting for for room When with state being occupied, the energy-saving equipment moved in using the second comfort level model corresponding to client to client in room is carried out Energy Saving Control.

By taking the Energy Saving Control of thermostat as an example, room seizure condition is that comfortable angle value is actual corresponding to occupied example On refer to thermostat temperature arranges value, then Energy Saving Control process is as follows：

Energy Saving Control server it is determined that client move in room seizure condition be occupied after, Energy Saving Control server A plurality of current check-in information corresponding to the client is obtained (in order to be different from history check-in information, by Energy Saving Control server true It is occupied to determine client to move in the seizure condition in room, and needs to enter thermostat using the first comfort level model generated Check-in information corresponding to the client obtained during row Energy Saving Control is referred to as current check-in information), by a plurality of current check-in information As the example that room seizure condition is occupied, using the example as the second comfort level model corresponding to the client Input, can obtain comfortable angle value corresponding to the example, and the thermostat temperature that the client is moved in room is set and is adjusted to this Comfortable angle value, the Energy Saving Control to thermostat is realized with this.

Energy Saving Control when room seizure condition is unoccupied：

When room seizure condition is unoccupied, two kinds of situations are also classified into the Energy Saving Control of room energy-saving equipment：

The first situation：Time of return probabilistic model corresponding to not yet generating client, energy-conservation control is carried out using default configuration System.

When client moves in intelligent hotel first, handling in initial a period of time after registering, due to not depositing In room, seizure condition is unoccupied history check-in information, or the room seizure condition of storage is unoccupied's History check-in information is fewer, can not the history check-in information according to corresponding to the client to generate time of return corresponding to the client general Rate model, therefore can not also move in the energy-saving equipment in room to client using time of return probabilistic model and carry out Energy Saving Control.

In such cases, the energy-saving equipment moved in using default configuration to client in room carries out Energy Saving Control.Acquiescence is matched somebody with somebody The content put can be set according to the actual requirements.

In the embodiment of the present invention, a kind of default configuration sample to thermostat when room seizure condition is unoccupied It is as follows：

2016-03-02~2016-06-01Heat mode setback temperature:26 degrees Celsius, during return Between：1 hour；

2016-06-02~2016-09-01Cool mode setback temperature:30 degrees Celsius, during return Between：1 hour；

……。

From above-mentioned configuration sample client is can be seen that to move in the seizure condition in room be unoccupied when, 2016 3 Month, it was 26 degrees Celsius that the heating of thermostat, which sets temperature default setting, and time of return is (to leave room in 1 hour between June Between returned after 1 hour).In June, 2016 between September part, refrigeration degree of the being arranged to default setting of thermostat is Celsius for 30 Degree, time of return are 1 hour.

Using above-mentioned default configuration, the thermostat of thermostat can be set into temperature in one after user leaves hour Degree remains temperature value in default configuration, due in the temperature setting in default configuration and corresponding period outdoor temperature difference compared with It is small, it can make it that power consumption when thermostat sets the temperature to be maintained this temperature is relatively small.

Second of situation：Time of return probabilistic model has generated corresponding to client, general using time of return corresponding to client Rate model carries out Energy Saving Control to energy-saving equipment.

When client moves in intelligent hotel first and has moved in a very long time, or client once repeatedly moves in intelligent hotel When, many bar history check-in information corresponding to now stored client, can directly according to corresponding to the client this Time of return probabilistic model corresponding to a little history check-in information generation clients stored, so as to move in the occupancy in room in client When state is unoccupied, the energy-saving equipment moved in using time of return probabilistic model corresponding to client to client in room is entered Row Energy Saving Control.

, it is necessary to pre-set the power save mode (power save mode of thermostat of thermostat by taking the Energy Saving Control of thermostat as an example Information is a kind of value of the thermostat status information, and energy can be reduced when thermostat state is configured to the power save mode and is disappeared Consumption), then Energy Saving Control process when room seizure condition is unoccupied is as follows：

When the room seizure condition that the client moves in room is changed into unoccupied, a plurality of corresponding to the client work as is obtained Preceding check-in information, using a plurality of current check-in information as the example that room seizure condition is unoccupied, according to this Example determines the time of return of the client with time of return probabilistic model corresponding to the client, before the client returns, by this The thermostat state that client is moved in room is adjusted to default power save mode.

In the embodiment of the present invention, in order to determine the time of return of client, it is also necessary to pre-set a time of return probability Threshold value (threshold) and a return time interval sequence, the interval of time of return probability threshold value is (0,1), is returned One example of time interval sequence is：0.5 hour, 1 hour, 1.5 hours, 2 hours.

The time of return of the client is determined according to time of return probabilistic model corresponding to the example and the client, is actually Confidence level/probability of each return time interval in default return time interval sequence is calculated, selects confidence level to be higher than and most connect Time of return of one return time interval of nearly time of return probability threshold value as the client.

A pair method for the time of return for determining client is carried out with an example to illustrate：Assuming that time of return probability threshold value For 0.8, and the probable value that the time of return probabilistic model according to corresponding to client determines to return in 0.5 hour is in 0.5,1 hour The probable value of return is that the probable value returned in 0.85,1.5 hours is that the probable value returned in 0.95,2 hours is 0.99.So The probability 0.85 that can determine to return in 1 hour is more than 0.8 and closest to 0.8, therefore, the time of return of client is defined as into 1 Hour, and the thermostat state that client is moved in room is maintained default power save mode before client returns.

Energy Saving Control when room seizure condition is unoccupied：

After client checks out, the room seizure condition that the client moves in room is changed into check out, due to being now not required to To be customer service, in order to save energy, can directly close the thermostat that the client is moved in room, be allowed to be stopped, So as to farthest save energy.

The realization principle of the present invention is described in detail above, based on above-mentioned schematic illustration, the invention provides one Kind intelligent hotel energy-saving control method, is described in detail below in conjunction with Fig. 2：

Referring to Fig. 2, Fig. 2 is intelligent hotel energy-saving control method flow chart of the embodiment of the present invention, and this method is applied to energy-conservation Server is controlled, as shown in Fig. 2 mainly including the following steps that：

Step 201, a plurality of history check-in information for obtaining client, all history check-in information based on acquisition generate the visitor Comfort level model corresponding to family and time of return probabilistic model；

Wherein, the check-in information includes：The client moves in room information；The client, which moves in room information, to be included：Room Between seizure condition, room disengaging time and energy-saving equipment status information；

Step 202, when the room seizure condition that the client moves in room changes, using comfortable corresponding to the client The energy-saving equipment that degree model and time of return probabilistic model move in room to the client carries out state adjustment, to realize energy-conservation control System.

In method shown in Fig. 2,

Each room configuration of intelligent hotel has corresponding gateway；

Network connection is established between the gateway of each room configuration in Energy Saving Control server and intelligent hotel, also simultaneously Network connection is established with estate management server PMS systems；

Energy Saving Control server obtains the room seizure condition in the room from the gateway of PMS systems and each room configuration, And room disengaging time and the energy-saving equipment status information in the room in the room are obtained from the gateway of the room configuration.

In method shown in Fig. 2,

The room seizure condition includes：check in、occupied、unoccupied、check out；

For the PMS systems when client registers, the room seizure condition that client is moved in room is arranged to check In, and report Energy Saving Control server；When client checks out, the room seizure condition that client is moved in room is arranged to Check out, and report Energy Saving Control server；

The seizure condition in the room is arranged to by the gateway of each room configuration when it is determined that client enters the room Occupied, and Energy Saving Control server is reported, when it is determined that client leaves the room, the seizure condition in the room is set For unoccupied, and report Energy Saving Control server.

In method shown in Fig. 2,

Each room configuration of intelligent hotel has the sensor for client perception behavior, and for client perception behavior Sensor and the gateway of the room configuration, which are established, network connection；

The gateway of each room configuration of intelligent hotel obtains customer action letter from the sensor for client perception behavior Breath, determine that client is into the room or leaves the room according to the customer action information of acquisition.

In method shown in Fig. 2,

The sensor for client perception behavior includes door status sensor and action sensor；

The gateway of each room configuration of intelligent hotel obtains customer action letter from the sensor for client perception behavior Breath includes：

By the network connection between the door status sensor of the room configuration, receive the door status sensor and perceiving this The room door state change information reported during the room door state change in room；

By the network connection between the action sensor of the room configuration, receive the action sensor and perceiving visitor Family mobile message is the client's mobile message reported；

Moved according to the room door state change received from door status sensor and the client received from action sensor Information determines customer action information.

In method shown in Fig. 2,

The room door state change information includes：State change；The state change includes：Close opening, open To closing；

Client's mobile message includes：Moving direction, displacement；

The customer action information includes：Into room, withdraw from a room；

The gateway of each room configuration passes according to the room door state change information received from door status sensor and from action Client's mobile message that sensor receives determines that the method for customer action information is：

In method shown in Fig. 2,

The room door state change information also includes：The state change time；

The room disengaging time includes：Entry time and time departure；

The gateway of each room configuration determines client according to the room door state change information and client's mobile message of reception After behavioural information, further comprise：If customer action information shows that client enters the room, and entering for the room is fashionable Between be arranged to state change time in room door state change information；If customer action information shows that client leaves the room Between, then state change time for being arranged to the time departure in the room in room door state change information.

In method shown in Fig. 2,

At least one energy-saving equipment is configured with each room in intelligent hotel, and each energy-saving equipment is matched somebody with somebody with the room The gateway put establishes network connection；

The gateway of each room configuration, by the network connection between each energy-saving equipment of the room configuration, receiving should Status information after the energy-saving equipment change that energy-saving equipment reports when perceiving oneself state information change.

In method shown in Fig. 2,

The check-in information of client also includes：Customer information；The customer information includes：Name, sex, the age, nationality, step on The time is charged to, room number is moved in, moves in duration, personal preference；

Energy Saving Control controller obtains customer information from PMS systems；PMS systems typing visitor when client registers Family information simultaneously reports Energy Saving Control server.

In method shown in Fig. 2,

The check-in information of client also includes：External environmental information, the external environmental information include：Weather information, it is described Weather information includes city ID, temperature, humidity, wind speed, weather description information；

Energy Saving Control controller is from the day that intelligent hotel location is obtained for providing the application program module of Weather information Gas information.

In method shown in Fig. 2,

Comfort level model corresponding to client includes the first comfort level model and the second comfort level model；

All history check-in information based on acquisition, which generate comfort level model corresponding to the client, to be included：

It is by all history check-in information of acquisition according to acquisition time-sequencing, adjacent and room seizure condition identical is more Bar history check-in information is defined as an example corresponding to the room seizure condition；

The first comfort level model corresponding to the client is generated based on all examples that room seizure condition is check in；

The second comfort level model corresponding to the client is generated based on all examples that room seizure condition is occupied.

In method shown in Fig. 2,

The first comfort level model corresponding to the client is generated based on all examples that room seizure condition is check in Method is：

For each example that room seizure condition is check in, comfortable angle value corresponding to the example is determined；

Using comfortable angle value corresponding to all examples that room seizure condition is check in and each example as gradient Decision tree GBDT input is lifted, the first comfort level model corresponding to the client is obtained after repetitive exercise；

The second comfort level model corresponding to the client is generated based on all examples that room seizure condition is occupied Method is：

For each example that room seizure condition is occupied, comfortable angle value corresponding to the example is determined；

Using comfortable angle value corresponding to all examples that room seizure condition is occupied and each example as GBDT Input, the second comfort level model corresponding to the client is obtained after repetitive exercise.

In method shown in Fig. 2,

The energy-saving equipment includes thermostat；The energy-saving equipment status information includes thermostat status information；The perseverance Warm device status information includes thermostat and sets temperature, thermostat fan mode, refrigeration to set temperature, heating to set temperature；

It is described to determine that comfortably the method for angle value is corresponding to the example：Most long thermostat of being held time in the example is set Put temperature and be defined as comfortable angle value corresponding to the example.

In method shown in Fig. 2,

By the time of acquisition the latest of thermostat setting all history check-in information of temperature identical in same instance and earliest The difference for obtaining the time is defined as holding time for thermostat setting temperature.

In method shown in Fig. 2,

All history check-in information based on acquisition, which generate time of return probabilistic model corresponding to the client, to be included：

Time of return probability mould corresponding to the client is generated based on all examples that room seizure condition is unoccupied Type.

In method shown in Fig. 2,

Time of return probability mould corresponding to the client is generated based on all examples that room seizure condition is unoccupied The method of type is：

In method shown in Fig. 2,

When the room seizure condition that the client moves in room changes, using comfort level model corresponding to the client and The energy-saving equipment progress state adjustment that time of return probabilistic model moves in room to the client includes：

When the room seizure condition that the client moves in room is changed into check in, obtain a plurality of current corresponding to the client Check-in information, using a plurality of current check-in information as an example, using the example as the first comfort level corresponding to the client The input of model, comfortable angle value corresponding to the example is obtained, the thermostat temperature that the client is moved in room is set and is adjusted to The comfortable angle value；

When the room seizure condition that the client moves in room is changed into occupied, obtain a plurality of current corresponding to the client Check-in information, using a plurality of current check-in information as an example, using the example as the second comfort level corresponding to the client The input of model, comfortable angle value corresponding to the example is obtained, the thermostat temperature that the client is moved in room is set and is adjusted to The comfortable angle value；

When the room seizure condition that the client moves in room is changed into unoccupied, a plurality of corresponding to the client work as is obtained Preceding check-in information, using a plurality of current check-in information as an example, according to time of return corresponding to the example and the client Probabilistic model determines the time of return of the client, before the client returns, thermostat state that the client is moved in room It is adjusted to default power save mode；

When the room seizure condition that the client moves in room is changed into check out, closes the client and move in room Thermostat.

In method shown in Fig. 2,

Pre-set time of return probability threshold value and return time interval sequence；

Determine that the method for the time of return of the client is according to time of return probabilistic model corresponding to the example and the client：

Each return time interval in the example and default return time interval sequence is inputted and returned corresponding to the client Return time probability model and obtain confidence value corresponding to the return time interval；

Confidence value is higher than and is defined as the client closest to the return time interval of default time of return probability threshold value Time of return.

In method shown in Fig. 2,

The method of a plurality of history check-in information for obtaining client is：The net in room is periodically moved in from PMS systems, client Pass and local obtain the current check-in information of the client, and reception PMS systems, client move in the gateway, and/or sheet in room Ground module determines the current check-in information reported during the current check-in information change of the client, and the current check-in information of acquisition is deposited Store up the history check-in information for the client.

In method shown in Fig. 2,

Between the current check-in information of acquisition is stored as into history check-in information, further comprise：

If any one of the current check-in information of client value exceeds the span of this, the visitor is deleted The current check-in information at family；

If vacancy item be present in the current check-in information of the client, the current of client that the last time is obtained moves in This value or default value in information fill up the vacancy item, and the current check-in information for having filled up vacancy item is stored as into the visitor The history check-in information at family；

If not meeting both the above situation, the history that the current check-in information of the client is stored as to the client is moved in Information.

Present invention also offers a kind of intelligent hotel energy-saving control system, illustrate below in conjunction with above-mentioned Fig. 1, such as scheme Shown in 1, the system includes Energy Saving Control server；

In system shown in Figure 1,

Each room configuration of intelligent hotel has corresponding gateway；

The system also includes the gateway of estate management server PMS systems and each room configuration of intelligent hotel；

Network connection is established between the gateway of each room configuration in the Energy Saving Control server and intelligent hotel, together When also establish network connection with estate management server PMS systems；

The room that the Energy Saving Control server obtains the room from the gateway of PMS systems and each room configuration takes shape State, and from the gateway of the room configuration obtain the room room disengaging the time and the room energy-saving equipment status information.

In system shown in Figure 1,

Each room configuration of intelligent hotel has the sensor for client perception behavior；

The sensor for client perception behavior of the system also each room configuration including intelligent hotel；

The sensor for client perception behavior of each room configuration and the gateway foundation of the room configuration have net Network connects；

In system shown in Figure 1,

Client's mobile message includes：Moving direction, displacement；

The customer action information includes：Into room, withdraw from a room；

The gateway of each room configuration passes according to the room door state change information received from door status sensor and from action When client's mobile message that sensor receives determines customer action information, it is used for：

In system shown in Figure 1,

The room door state change information also includes：The state change time；

The room disengaging time includes：Entry time and time departure；

The gateway of each room configuration determines client according to the room door state change information and client's mobile message of reception After behavioural information, it is further used for：If customer action information shows that client enters the room, and entering for the room is fashionable Between be arranged to state change time in room door state change information；If customer action information shows that client leaves the room Between, then state change time for being arranged to the time departure in the room in room door state change information.

In system shown in Figure 1,

At least one energy-saving equipment is configured with each room in intelligent hotel；

The system also includes the energy-saving equipment configured in each room in intelligent hotel；

Gateway of each energy-saving equipment with the room configuration is configured in each room in intelligent hotel and establishes network connection；

In system shown in Figure 1,

The PMS systems typing customer information and report Energy Saving Control server when client registers；

The Energy Saving Control controller receives the typing of PMS systems and the customer information reported.

In system shown in Figure 1,

All history check-in information of the Energy Saving Control server based on acquisition generate comfort level mould corresponding to the client Type includes：

In system shown in Figure 1,

The Energy Saving Control server generates the client based on all examples that room seizure condition is check in and corresponded to The first comfort level model when, be used for：

The Energy Saving Control server generates the client based on all examples that room seizure condition is occupied and corresponded to The second comfort level model when, be used for：

In system shown in Figure 1,

When the Energy Saving Control server determines comfortable angle value corresponding to the example, it is used for：It will be held time in the example Most long thermostat sets temperature to be defined as comfortable angle value corresponding to the example.

In system shown in Figure 1,

Thermostat in same instance is set all history check-in information of temperature identical by the Energy Saving Control server The time is obtained the latest and the difference of acquisition time is defined as holding time for thermostat setting temperature earliest.

In system shown in Figure 1,

All history check-in information of the Energy Saving Control server based on acquisition generate time of return corresponding to the client Probabilistic model includes：

In system shown in Figure 1,

The Energy Saving Control server generates the client couple based on all examples that room seizure condition is unoccupied During the time of return probabilistic model answered, it is used for：

In system shown in Figure 1,

The Energy Saving Control server, when the room seizure condition that the client moves in room changes, utilize the visitor The energy-saving equipment that comfort level model corresponding to family and time of return probabilistic model move in room to the client carries out state adjustment bag Include：

In system shown in Figure 1,

Energy Saving Control server time of return probabilistic model according to corresponding to the example and the client determines the client Time of return when, be used for：

In system shown in Figure 1,

When the Energy Saving Control server obtains a plurality of history check-in information of client, it is used for：Periodically from PMS systems, Client moves in the gateway in room and the local current check-in information for obtaining the client, and reception PMS systems, client enter house Between gateway, and/or local module determine the current check-in information that reports during the current check-in information change of the client, will obtain Current check-in information be stored as the history check-in information of the client.

In system shown in Figure 1,

Between the current check-in information of acquisition is stored as history check-in information by the Energy Saving Control server, further use In：

From the above as can be seen that in the present invention, by obtaining the customer information of magnanimity, client move in room letter Breath, external environmental information, it is comfort level model and time of return probabilistic model corresponding to client's generation, so that for prediction comfortably Degree, client's time of return provide accurate, personalized service.Meanwhile in the present invention, in comfort level mould corresponding to generation client When type and time of return probabilistic model, using GBDT, random forests algorithm model so that the model of generation has very high prediction Precision, overfitting is not easy, is adapted to higher-dimension mass data, and insensitive to noise data, there is good appearance to make an uproar ability.And And the forecast model of data and precision of the present invention based on magnanimity, set comfort level, energy to save the high efficiency energy taken into account Save strategy, both can guarantee that the comfort level of client, and can at utmost saves energy, can be hotel increase customer satisfaction degree and It is cost-effective.

The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all essences in the present invention God any modification, equivalent substitution and improvements done etc., should be included within the scope of protection of the invention with principle.

Claims

A kind of 1. intelligent hotel energy-saving control method, it is characterised in that this method is applied to Energy Saving Control server, including：

The a plurality of history check-in information of client is obtained, all history check-in information based on acquisition generate comfortable corresponding to the client Spend model and time of return probabilistic model；The check-in information includes：The client moves in room information；The client moves in room Information includes：Room seizure condition, room disengaging time and energy-saving equipment status information；

When the room seizure condition that the client moves in room changes, comfort level model and return corresponding to the client are utilized The energy-saving equipment that time probability model moves in room to the client carries out state adjustment, to realize Energy Saving Control.
2. according to the method for claim 1, it is characterised in that

Each room configuration of intelligent hotel has corresponding gateway；

Network connection, while and and thing are established in Energy Saving Control server and intelligent hotel between the gateway of each room configuration Industry management server PMS systems establish network connection；

Energy Saving Control server obtains the room seizure condition in the room from the gateway of PMS systems and each room configuration, and from The gateway of the room configuration obtains room disengaging time and the energy-saving equipment status information in the room in the room.
3. according to the method for claim 2, it is characterised in that

The room seizure condition includes：check in、occupied、unoccupied、check out；

For the PMS systems when client registers, the room seizure condition that client is moved in room is arranged to check in, and Report Energy Saving Control server；When client checks out, the room seizure condition that client is moved in room is arranged to check Out, and report Energy Saving Control server；

The seizure condition in the room is arranged to by the gateway of each room configuration when it is determined that client enters the room Occupied, and Energy Saving Control server is reported, when it is determined that client leaves the room, the seizure condition in the room is set For unoccupied, and report Energy Saving Control server.
4. according to the method for claim 3, it is characterised in that

Each room configuration of intelligent hotel has the sensor for client perception behavior, and for the sensing of client perception behavior Device and the gateway of the room configuration, which are established, network connection；

The gateway of each room configuration of intelligent hotel obtains customer action information, root from the sensor for client perception behavior Determine that client is into the room or leaves the room according to the customer action information of acquisition.
5. according to the method for claim 2, it is characterised in that

Be configured with least one energy-saving equipment in each room in intelligent hotel, and each energy-saving equipment with the room configuration Gateway establishes network connection；

The gateway of each room configuration, by the network connection between each energy-saving equipment of the room configuration, receives the energy-conservation Status information after the energy-saving equipment change that equipment reports when perceiving oneself state information change.
6. according to the method for claim 1, it is characterised in that

The check-in information of client also includes：Customer information；The customer information includes：Name, sex, the age, nationality, register into Firmly the time, move in room number, move in duration, personal preference；

Energy Saving Control controller obtains customer information from PMS systems；PMS systems typing client when client registers believes Cease and report Energy Saving Control server.
7. according to the method for claim 1, it is characterised in that

The check-in information of client also includes：External environmental information, the external environmental information include：Weather information, the weather Information includes city ID, temperature, humidity, wind speed, weather description information；

Energy Saving Control controller is believed from for providing the weather that the application program module of Weather information obtains intelligent hotel location Breath.
8. according to the method for claim 5, it is characterised in that

Comfort level model corresponding to client includes the first comfort level model and the second comfort level model；

All history check-in information based on acquisition, which generate comfort level model corresponding to the client, to be included：

, will be adjacent and room seizure condition identical is a plurality of goes through by all history check-in information of acquisition according to obtaining time-sequencing History check-in information is defined as an example corresponding to the room seizure condition；

The first comfort level model corresponding to the client is generated based on all examples that room seizure condition is check in；

The second comfort level model corresponding to the client is generated based on all examples that room seizure condition is occupied.
9. according to the method for claim 8, it is characterised in that

The method for generating the first comfort level model corresponding to the client based on all examples that room seizure condition is check in For：

For each example that room seizure condition is check in, comfortable angle value corresponding to the example is determined；

Room seizure condition is lifted for comfortable angle value corresponding to check in all examples and each example as gradient Decision tree GBDT input, the first comfort level model corresponding to the client is obtained after repetitive exercise；

The method for generating the second comfort level model corresponding to the client based on all examples that room seizure condition is occupied For：

For each example that room seizure condition is occupied, comfortable angle value corresponding to the example is determined；

Using comfortable angle value corresponding to all examples that room seizure condition is occupied and each example as the defeated of GBDT Enter, the second comfort level model corresponding to the client is obtained after repetitive exercise.
10. according to the method for claim 9, it is characterised in that

The energy-saving equipment includes thermostat；The energy-saving equipment status information includes thermostat status information；The thermostat Status information includes thermostat and sets temperature, thermostat fan mode, refrigeration to set temperature, heating to set temperature；

It is described to determine that comfortably the method for angle value is corresponding to the example：The thermostat for holding time most long in the example is set into temperature Degree is defined as comfortable angle value corresponding to the example.
11. according to the method for claim 10, it is characterised in that

Thermostat in same instance is set into the time of acquisition the latest of all history check-in information of temperature identical with obtaining earliest The difference of time is defined as the thermostat and sets holding time for temperature.
12. according to the method for claim 9, it is characterised in that

All history check-in information based on acquisition, which generate time of return probabilistic model corresponding to the client, to be included：

, will be adjacent and room seizure condition identical is a plurality of goes through by all history check-in information of acquisition according to obtaining time-sequencing History check-in information is defined as an example corresponding to the room seizure condition；

Time of return probabilistic model corresponding to the client is generated based on all examples that room seizure condition is unoccupied.
13. according to the method for claim 12, it is characterised in that

Time of return probabilistic model corresponding to the client is generated based on all examples that room seizure condition is unoccupied Method is：

For each example that room seizure condition is unoccupied, all history check-in information in the example are obtained the latest The time is taken with obtaining the difference of time earliest as the corresponding time of return of the example；

Using room seizure condition be unoccupied all examples and each example corresponding to time of return as random forest The input of algorithm, time of return probabilistic model corresponding to the client is obtained after trained.
14. according to the method for claim 12, it is characterised in that

When the room seizure condition that the client moves in room changes, comfort level model and return corresponding to the client are utilized The energy-saving equipment progress state adjustment that time probability model moves in room to the client includes：

When the room seizure condition that the client moves in room is changed into check in, obtains and a plurality of corresponding to the client currently move in Information, using a plurality of current check-in information as an example, using the example as the first comfort level model corresponding to the client Input, obtain comfortable angle value corresponding to the example, thermostat temperature that the client is moved in room set and is adjusted to this and relaxes Appropriateness value；

When the room seizure condition that the client moves in room is changed into occupied, obtains and a plurality of corresponding to the client currently move in Information, using a plurality of current check-in information as an example, using the example as the second comfort level model corresponding to the client Input, obtain comfortable angle value corresponding to the example, thermostat temperature that the client is moved in room set and is adjusted to this and relaxes Appropriateness value；

When the room seizure condition that the client moves in room is changed into unoccupied, obtain a plurality of corresponding to the client currently to enter Firmly information, using a plurality of current check-in information as an example, according to time of return probability corresponding to the example and the client Model determines the time of return of the client, and before the client returns, the thermostat state that the client is moved in room adjusts To preset power save mode；

When the room seizure condition that the client moves in room is changed into check out, the constant temperature that the client is moved in room is closed Device.
15. according to the method for claim 14, it is characterised in that

Pre-set time of return probability threshold value and return time interval sequence；

Determine that the method for the time of return of the client is according to time of return probabilistic model corresponding to the example and the client：

Each return time interval in the example and default return time interval sequence is inputted when being returned corresponding to the client Between probabilistic model obtain confidence value corresponding to the return time interval；

Confidence value is higher than and is defined as returning for the client closest to the return time interval of default time of return probability threshold value Return the time.
A kind of 16. intelligent hotel energy-saving control system, it is characterised in that the system includes Energy Saving Control server,

The Energy Saving Control server, for obtaining a plurality of history check-in information of client, all history based on acquisition are moved in Information generates comfort level model corresponding to the client and time of return probabilistic model；The check-in information includes：The client moves in Room information；The client, which moves in room information, to be included：Room seizure condition, room disengaging time and energy-saving equipment state letter Breath；When room seizure condition for moving in room as the client changes, using comfort level model corresponding to the client and The energy-saving equipment that time of return probabilistic model moves in room to the client carries out state adjustment, to realize Energy Saving Control.
17. system according to claim 16, it is characterised in that

Each room configuration of intelligent hotel has corresponding gateway；

The system also includes the gateway of estate management server PMS systems and each room configuration of intelligent hotel；

Network connection is established between the gateway of each room configuration in the Energy Saving Control server and intelligent hotel, also simultaneously Network connection is established with estate management server PMS systems；

The Energy Saving Control server obtains the room seizure condition in the room from the gateway of PMS systems and each room configuration, And room disengaging time and the energy-saving equipment status information in the room in the room are obtained from the gateway of the room configuration.
18. system according to claim 17, it is characterised in that

The room seizure condition includes：check in、occupied、unoccupied、check out；

For the PMS systems when client registers, the room seizure condition that client is moved in room is arranged to check in, and Report Energy Saving Control server；When client checks out, the room seizure condition that client is moved in room is arranged to check Out, and report Energy Saving Control server；

The seizure condition in the room is arranged to by the gateway of each room configuration when it is determined that client enters the room Occupied, and Energy Saving Control server is reported, when it is determined that client leaves the room, the seizure condition in the room is set For unoccupied, and report Energy Saving Control server.
19. system according to claim 18, it is characterised in that

Each room configuration of intelligent hotel has the sensor for client perception behavior；

The sensor for client perception behavior of the system also each room configuration including intelligent hotel；

The sensor for client perception behavior of each room configuration and the gateway foundation of the room configuration have network company Connect；

The gateway of each room configuration of intelligent hotel obtains customer action information, root from the sensor for client perception behavior Determine that client is into the room or leaves the room according to the customer action information of acquisition.
20. system according to claim 17, it is characterised in that

At least one energy-saving equipment is configured with each room in intelligent hotel；

The system also includes the energy-saving equipment configured in each room in intelligent hotel；

Gateway of each energy-saving equipment with the room configuration is configured in each room in intelligent hotel and establishes network connection；

The gateway of each room configuration, by the network connection between each energy-saving equipment of the room configuration, receives the energy-conservation Status information after the energy-saving equipment change that equipment reports when perceiving oneself state information change.
21. system according to claim 16, it is characterised in that

The check-in information of client also includes：Customer information；The customer information includes：Name, sex, the age, nationality, register into Firmly the time, move in room number, move in duration, personal preference；

The PMS systems typing customer information and report Energy Saving Control server when client registers；

The Energy Saving Control controller receives the typing of PMS systems and the customer information reported.
22. system according to claim 16, it is characterised in that

The check-in information of client also includes：External environmental information, the external environmental information include：Weather information, the weather Information includes city ID, temperature, humidity, wind speed, weather description information；

Energy Saving Control controller is believed from for providing the weather that the application program module of Weather information obtains intelligent hotel location Breath.
23. system according to claim 20, it is characterised in that

Comfort level model corresponding to client includes the first comfort level model and the second comfort level model；

All history check-in information of the Energy Saving Control server based on acquisition generate comfort level model bag corresponding to the client Include：

, will be adjacent and room seizure condition identical is a plurality of goes through by all history check-in information of acquisition according to obtaining time-sequencing History check-in information is defined as an example corresponding to the room seizure condition；

The first comfort level model corresponding to the client is generated based on all examples that room seizure condition is check in；

The second comfort level model corresponding to the client is generated based on all examples that room seizure condition is occupied.
24. system according to claim 23, it is characterised in that

The Energy Saving Control server generates corresponding to the client the based on all examples that room seizure condition is check in During one comfort level model, it is used for：

For each example that room seizure condition is check in, comfortable angle value corresponding to the example is determined；

Room seizure condition is lifted for comfortable angle value corresponding to check in all examples and each example as gradient Decision tree GBDT input, the first comfort level model corresponding to the client is obtained after repetitive exercise；

The Energy Saving Control server generates corresponding to the client the based on all examples that room seizure condition is occupied During two comfort level models, it is used for：

For each example that room seizure condition is occupied, comfortable angle value corresponding to the example is determined；

Using comfortable angle value corresponding to all examples that room seizure condition is occupied and each example as the defeated of GBDT Enter, the second comfort level model corresponding to the client is obtained after repetitive exercise.
25. system according to claim 24, it is characterised in that

The energy-saving equipment includes thermostat；The energy-saving equipment status information includes thermostat status information；The thermostat Status information includes thermostat and sets temperature, thermostat fan mode, refrigeration to set temperature, heating to set temperature；

When the Energy Saving Control server determines comfortable angle value corresponding to the example, it is used for：It is most long by being held time in the example Thermostat set temperature be defined as comfortable angle value corresponding to the example.
26. system according to claim 25, it is characterised in that

Thermostat in same instance is set all history check-in information of temperature identical the latest by the Energy Saving Control server Obtain the time and the difference of acquisition time is defined as holding time for thermostat setting temperature earliest.
27. system according to claim 24, it is characterised in that

All history check-in information of the Energy Saving Control server based on acquisition generate time of return probability corresponding to the client Model includes：

, will be adjacent and room seizure condition identical is a plurality of goes through by all history check-in information of acquisition according to obtaining time-sequencing History check-in information is defined as an example corresponding to the room seizure condition；

Time of return probabilistic model corresponding to the client is generated based on all examples that room seizure condition is unoccupied.
28. system according to claim 27, it is characterised in that

The Energy Saving Control server is generated corresponding to the client based on all examples that room seizure condition is unoccupied During time of return probabilistic model, it is used for：

For each example that room seizure condition is unoccupied, all history check-in information in the example are obtained the latest The time is taken with obtaining the difference of time earliest as the corresponding time of return of the example；

Using room seizure condition be unoccupied all examples and each example corresponding to time of return as random forest The input of algorithm, time of return probabilistic model corresponding to the client is obtained after trained.
29. system according to claim 27, it is characterised in that

The Energy Saving Control server, when the room seizure condition that the client moves in room changes, utilize the client couple The energy-saving equipment progress state adjustment that the comfort level model and time of return probabilistic model answered move in room to the client includes：

When the room seizure condition that the client moves in room is changed into check in, obtains and a plurality of corresponding to the client currently move in Information, using a plurality of current check-in information as an example, using the example as the first comfort level model corresponding to the client Input, obtain comfortable angle value corresponding to the example, thermostat temperature that the client is moved in room set and is adjusted to this and relaxes Appropriateness value；

When the room seizure condition that the client moves in room is changed into occupied, obtains and a plurality of corresponding to the client currently move in Information, using a plurality of current check-in information as an example, using the example as the second comfort level model corresponding to the client Input, obtain comfortable angle value corresponding to the example, thermostat temperature that the client is moved in room set and is adjusted to this and relaxes Appropriateness value；

When the room seizure condition that the client moves in room is changed into unoccupied, obtain a plurality of corresponding to the client currently to enter Firmly information, using a plurality of current check-in information as an example, according to time of return probability corresponding to the example and the client Model determines the time of return of the client, and before the client returns, the thermostat state that the client is moved in room adjusts To preset power save mode；

When the room seizure condition that the client moves in room is changed into check out, the constant temperature that the client is moved in room is closed Device.
30. system according to claim 29, it is characterised in that

Pre-set time of return probability threshold value and return time interval sequence；

Energy Saving Control server time of return probabilistic model according to corresponding to the example and the client determines returning for the client When returning the time, it is used for：

Each return time interval in the example and default return time interval sequence is inputted when being returned corresponding to the client Between probabilistic model obtain confidence value corresponding to the return time interval；

Confidence value is higher than and is defined as returning for the client closest to the return time interval of default time of return probability threshold value Return the time.