CN109711068B - Building facade intelligent design system - Google Patents
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- CN109711068B CN109711068B CN201811633063.5A CN201811633063A CN109711068B CN 109711068 B CN109711068 B CN 109711068B CN 201811633063 A CN201811633063 A CN 201811633063A CN 109711068 B CN109711068 B CN 109711068B
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
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- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
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Abstract
The invention provides an intelligent design system for a building facade, which comprises: the outer curtain wall is arranged on the outer side of the building; the inner curtain wall is arranged on the inner side of the building and consists of a plurality of glass suspension windows which can be opened and closed in a turnover mode, and a driving motor for controlling the glass suspension windows to be opened and closed in a turnover mode is arranged in each steel frame; the automatic updating climate information sensor is fixed on the outer curtain wall and is used for collecting various related climate information such as temperature, humidity, wind speed, wind direction, PM2.5, PM10 and the like; and the artificial intelligence automatic updating information processing center is connected with the automatic updating climate information sensor through a circuit, receives various related climate information through the circuit, generates a real-time operation instruction and then sends the real-time operation instruction to each driving motor, so that each glass suspended window is driven to turn over, the real-time operation instruction is continuously updated and self-learned according to the climate information monitored after the real-time operation instruction is implemented, and then self-updating is adaptive to a continuously changing environment to obtain a comfortable and healthy indoor environment.
Description
Technical Field
The invention belongs to the technical field of buildings, and particularly relates to an intelligent design system for a building facade.
Background
Along with the progress of reforming the open business in China, the Chinese building curtain wall industry develops gradually from scratch and has undergone a development process of 30 years. Curtain wall engineering has great progress from the aspects of building height, volume, material type, curtain wall system, supporting structure system, heat preservation and energy conservation performance and the like, and the curtain wall technology is continuously innovated and advanced. With the continuous development of urban process, people have stronger and stronger requirements on space at any time, and building curtain walls are more and more widely applied to buildings. Traditional curtain wall's structural style is comparatively single and the function is comparatively limited and can consume a large amount of energy in building refrigeration heating and air exchange, be unfavorable for sustainable development, do not accord with green energy-conserving building theory.
Aiming at increasingly harsh ecological environment, rapidly-developed artificial intelligence internet of things technology and increasingly urgent green sustainable building development concept, the building curtain wall is required to achieve the characteristics of energy conservation, health and intellectualization.
Disclosure of Invention
The present invention has been made to solve the above problems, and an object of the present invention is to provide an intelligent design system for a building facade.
The invention provides an intelligent design system for a building facade, which is arranged on the surface of a building and is used for collecting climate information and adjusting the indoor climate of the building, and is characterized by comprising the following components: the outer curtain wall is arranged on the outer side of the building; the inner curtain wall is arranged on the inner side of the building and consists of a plurality of glass suspension windows which are provided with steel frames and can be opened and closed in a turnover way, and a driving motor for controlling the glass suspension windows to be opened and closed in the turnover way is arranged in each steel frame; the steel upright post is arranged between the outer curtain wall and the inner curtain wall and used for supporting the outer curtain wall and the inner curtain wall; the automatic updating climate information sensor is fixed on the outer curtain wall and used for collecting climate information; and the artificial intelligence automatic updating information processing center is connected with the automatic updating climate information sensor through a circuit and used for receiving climate information fed back and transmitted by the automatic updating climate information sensor, obtaining the climate which is needed indoors according to the climate information and used as the target climate, further generating a real-time operation instruction through a set operation instruction algorithm according to the target climate, the climate information and the initial operation instruction, obtaining the real-time operation instruction, sending the real-time operation instruction to each driving motor after sending the operation instruction corresponding to the opening and closing of each glass suspension window, driving each glass suspension window to turn over, and controlling the speed of air flow exchange through the opening degree of the glass suspension window so as to adjust the indoor climate of the building.
The building facade intelligent design system provided by the invention can have the characteristics that: the historical climate database is in communication connection with the artificial intelligence automatic updating information processing center; and a historical operation instruction base which is in communication connection with the artificial intelligence automatic update information processing center, wherein once the artificial intelligence automatic update information processing center generates a real-time operation instruction, the artificial intelligence automatic update information processing center sends the real-time operation instruction as a historical operation instruction to the historical operation instruction base, meanwhile, the climate information when the historical operation instruction is sent is used as initial climate information and the climate information after the historical operation instruction is sent is used as an instruction to be implemented and then sent to the historical climate database, the historical climate database receives and stores the initial climate information and the climate information after the instruction is implemented, the historical operation instruction base receives and stores the historical operation instruction, and once the artificial intelligence automatic update information processing center receives the climate information, the artificial intelligence automatic update information processing center sends the historical climate information which is similar to the climate information in the historical climate information database to the historical operation instruction base The historical operation instruction is used as a new initial operation instruction, so that the self-updating and continuous learning of the artificial intelligence automatic updating information processing center are realized.
The building facade intelligent design system provided by the invention can also have the following characteristics: the algorithm for setting the operation instruction is a deep learning algorithm, and the algorithm comprises the following steps: step 1, inputting unmarked training data in an input layer of the whole network, training out a network parameter of a first hidden layer, and activating the network parameter as the output of the first hidden layer; step 2, taking the output of the first hidden layer as the input of the second hidden layer, and training the output of the second hidden layer in the same way; step 3, repeating the step 2, and training the input of each hidden layer until the output of all the hidden layers is trained; step 4, taking the output of the last hidden layer as the input of an output layer model, and training the network parameters of the last hidden layer by adopting labeled test data to obtain the network parameters of the output layer model; step 5, integrating the network parameters of all hidden layers and the network parameters of the output layer model to obtain integrated parameters; step 6, initializing the network parameters of the output layer model by adopting the integration parameters to obtain initialization parameters; and 7, carrying out iterative solution on the initialization parameters through an optimization theory to obtain a cost function of the whole network, and then finely adjusting all network parameters to obtain optimized parameters of the whole network, wherein the input is weather information of an outer curtain wall, an inner curtain wall and the surface of a building, which is acquired by an automatic updating weather information sensor, the training data is typical intermediate data in a data set after weather information statistics, induction and arrangement, the intermediate data can be used for carrying out iterative calculation, the network parameters are description characteristic parameters of the data set, which are acquired after the data set of an input layer is trained, the hidden layer is comfort level data related to human comfort level, and the hidden layer is a real-time operation instruction sent by an artificial intelligence information processing center.
The building facade intelligent design system provided by the invention can also have the following characteristics: wherein, the outer curtain wall is connected with the inner curtain wall through a panel support piece.
The building facade intelligent design system provided by the invention can also have the following characteristics: wherein the panel supporting member is composed of a plurality of connecting rod members made of steel.
The building facade intelligent design system provided by the invention can also have the following characteristics: wherein, the steel frames at the outer sides of the glass suspension windows at the two side edges of the inner curtain wall are fixed on the inner steel upright posts.
The building facade intelligent design system provided by the invention can also have the following characteristics: the climate information includes temperature, humidity, wind speed, wind direction, PM2.5, and PM10, among others.
The building facade intelligent design system provided by the invention can also have the following characteristics: the artificial intelligence automatic updating information processing center is composed of a computer of an artificial intelligence algorithm.
Action and Effect of the invention
According to the building facade intelligent design system, the outer facade of the building can be kept clean and complete and the severe weather can be resisted as the building facade intelligent design system is provided with the closed outer curtain wall; because the inner curtain wall is composed of a plurality of glass suspension windows which are provided with steel frames and can be opened and closed in a turnover mode, each glass suspension window can have independence, and each glass suspension window can be opened at different angles through the driving of the driving motor according to needs; the steel upright is provided, so that the integrity and rigidity of the whole system can be enhanced; because the automatic updating climate information sensor is arranged, the climate information can be collected; because the artificial intelligence automatic updating information processing center is in communication connection with the automatic updating climate information sensor, the climate information can be received, the climate required indoors is obtained based on the climate information and serves as the target climate, the final control instruction is further generated through a set control instruction algorithm according to the target climate and the new control instruction, the final control instruction is sent to the driving motor, accordingly, each glass suspension window is driven to turn over, the speed of exchanging air flow is controlled through the opening degree of the glass suspension window, and further the indoor climate of the building is adjusted. Therefore, the intelligent design system of building facade of this embodiment, along with operating time's increase, artificial intelligence automatic update information processing center can constantly carry out self-renewal and study, realize the extraction of global feature and distributed characteristic, thereby it is more and more clever, make the instruction of sending more and more high-efficient and rapid, can be more accurate and rapid realize the exchange of air, improve the indoor air quality, provide a more comfortable healthy indoor environment, and then improve the environment that human body is located, more be favorable to the sustainable development of building.
Drawings
FIG. 1 is a system information transfer diagram of a building facade intelligent design system in an embodiment of the invention;
FIG. 2 is a schematic view of the air flow of the building facade intelligent design system in an embodiment of the invention;
FIG. 3 is a schematic view of the inner curtain wall of the building facade intelligent design system with the glass suspension windows fully closed according to the embodiment of the invention;
FIG. 4 is a schematic diagram of a state in which a glass suspended window on an inner curtain wall of the building facade intelligent design system is partially opened according to the embodiment of the invention;
FIG. 5 is a detailed schematic diagram of a panel support structure of the building facade intelligent design system in an embodiment of the invention;
FIG. 6 is a schematic diagram of the working principle of an artificial intelligence automatic update information processing center of the building facade intelligent design system in the embodiment of the invention;
fig. 7 is an algorithm schematic diagram of the building facade intelligent design system in the embodiment of the invention.
Detailed Description
In order to make the technical means and functions of the present invention easy to understand, the present invention is specifically described below with reference to the embodiments and the accompanying drawings.
Example (b):
fig. 1 is a system information transfer diagram of a building facade intelligent design system in an embodiment of the present invention, and fig. 2 is an airflow diagram of the building facade intelligent design system in an embodiment of the present invention.
As shown in fig. 1 and 2, an intelligent design system 100 for building facades, which is installed on the surface of a building 200 and is used for collecting climate information and adjusting the indoor climate of the building 200, comprises: the system comprises an outer curtain wall 10, an inner curtain wall 20, a steel upright 30, an automatic updating climate information sensor 40, an artificial intelligence automatic updating information processing center 50, a historical climate database 60 and a historical operating instruction library 70.
The outer curtain wall 10, mounted on the outside of the building 200, is not openable with its glass panels, forming a closed protective layer against the elements.
The inner curtain wall 20 is installed inside the building 200, and is composed of a plurality of glass suspension windows 202 which are provided with steel frames 201 and can be opened and closed in a turnover mode, and a driving motor (not shown in the figure) for controlling the glass suspension windows 202 to be opened and closed in the turnover mode is arranged inside each steel frame 201.
The outer steel frames 201 of the glass suspension windows 202 on the two sides of the inner curtain wall 20 are fixed on the inner steel upright posts 80.
The glass hung window 202 is flipped about the axis of the steel frame lying across and above it.
Fig. 3 is a schematic view of the state that the glass suspension window on the inner curtain wall of the building facade intelligent design system is completely closed in the embodiment of the invention.
As shown in fig. 3, the air of the air passage between the interior air and the double curtain wall is not exchanged, which is the same as the conventional double curtain wall, which is an extreme condition in which the exchange rate of the air is the lowest.
Fig. 4 is a schematic view of the state that the glass suspended window on the inner curtain wall of the building facade intelligent design system is partially opened in the embodiment of the invention.
As shown in fig. 4, the glass louvers 202 of the inner curtain wall 20 are all operated independently, and are not affected by each other, and each glass louver 202 is directly controlled by the artificial intelligence automatic updating information processing center 50, so that the glass louvers 202 can be controlled to open at different angles by the artificial intelligence automatic updating information processing center 50 as required, thereby adjusting the air circulation rate in different areas, further changing the indoor microclimates in different areas, and achieving the purpose of zonal regulation and intelligent adjustment.
Fig. 5 is a detailed structural schematic diagram of a panel support structure of the building elevation intelligent design system in the embodiment of the invention.
As shown in fig. 5, the outer curtain wall 10 and the inner curtain wall 20 are connected by a panel support 90.
The panel support 90 is composed of a plurality of connection rods made of steel, and can be reasonably arranged according to the size of the glass panel of the outer curtain wall 10.
And the steel upright 30 is arranged between the outer curtain wall 10 and the inner curtain wall 20 and is used for supporting the outer curtain wall 10 and the inner curtain wall 20.
And the automatic updating climate information sensor 40 is fixed on the outer curtain wall 10 and is used for collecting climate information.
Climate information includes temperature, humidity, wind speed, wind direction, PM2.5, and PM 10.
Fig. 6 is a schematic diagram of the working principle of the artificial intelligence automatic update information processing center of the building facade intelligent design system in the embodiment of the invention.
As shown in fig. 6, the artificial intelligence automatic update information processing center 50 is composed of a computer of an artificial intelligence algorithm, and is a central information processing part, and may be installed in a machine room of a building or integrated operation of the artificial intelligence automatic update information processing centers 50 of a plurality of buildings.
The artificial intelligence automatic update information processing center 50 is electrically connected to the automatic update climate information sensor 40, and is configured to receive climate information fed back and transmitted by the automatic update climate information sensor 40, obtain a climate that should be needed indoors as a target climate according to the climate information, further generate a real-time operation instruction according to the target climate, the climate information, and an initial operation instruction through a set operation instruction algorithm, obtain the real-time operation instruction, send the real-time operation instruction to each of the glass suspension windows 202, open and close the corresponding operation instruction, and send the operation instruction to each of the driving motors, thereby driving each of the glass suspension windows 202 to turn over, control a rate of exchanging air flow by an opening degree of the glass suspension window 202, and further adjust an indoor climate of the building 200.
The historical climate database 60 is in communication connection with the artificial intelligence automatic updating information processing center 50, and can be a cloud database or a local database.
And the historical operation instruction library 70 is in communication connection with the artificial intelligence automatic updating information processing center 50.
Once the artificial intelligence automatic update information processing center 50 generates the real-time operation instruction, the artificial intelligence automatic update information processing center 50 transmits the real-time operation instruction as a historical operation instruction to the historical operation instruction library 70, and simultaneously transmits the climate information at the time of transmitting the historical operation instruction as the initial climate information and the climate information after transmitting the historical operation instruction as the instruction implementation climate information to the historical climate database 60,
the historical climate database 60 receives and stores the initial climate information and the post-command climate information, the historical operation command database 70 receives and stores the historical operation commands,
once the artificial intelligence automatic updating information processing center 50 receives the climate information, the artificial intelligence automatic updating information processing center 50 takes the historical operation instruction in the historical operation instruction library corresponding to the historical climate information similar to the climate information in the historical climate database as a new initial operation instruction, thereby realizing self-updating and continuous learning of the artificial intelligence automatic updating information processing center.
The method for setting the operation instruction as a deep learning algorithm is a bottom-up process and comprises the following steps:
step 1, inputting unmarked training data in an input layer of the whole network, training out network parameters of a first hidden layer, and activating the network parameters to serve as output of the first hidden layer;
step 2, taking the output of the first hidden layer as the input of the second hidden layer, and training the output of the second hidden layer in the same way;
step 3, repeating the step 2, and training the input of each hidden layer until the output of all the hidden layers is trained;
step 4, taking the output of the last hidden layer as the input of an output layer model, and training the network parameters of the last hidden layer by adopting labeled test data to obtain the network parameters of the output layer model;
step 5, integrating the network parameters of all hidden layers and the network parameters of the output layer model to obtain integrated parameters;
step 6, initializing the network parameters of the output layer model by adopting the integration parameters to obtain initialization parameters;
and 7, carrying out iterative solution on the initialization parameters through an optimization theory to obtain a cost function of the whole network, and then carrying out fine adjustment on all network parameters to obtain the optimization parameters of the whole network.
In the embodiment, the input is the climate information of the outer curtain wall, the inner curtain wall and the building surface which is acquired by the climate information sensor and is automatically updated.
The training data is one of the data sets after statistics, induction and arrangement of meteorological information, and has typical intermediate data which can be used for iterative calculation.
The network parameters are descriptive characteristic parameters of the data set obtained after the data set of the input layer is trained.
The hidden layer is comfort data related to human comfort, such as human comfort and the like, which are not directly related to the system but have a very important role in evaluating the working performance of the whole system.
The output is a real-time operation instruction sent by the artificial intelligence information processing center, and the real-time operation instruction comprises different opening angles of the glass suspension windows 202.
The integration parameters are a set of network parameters of the hidden layer and network parameters of the output layer, and are conveniently imported into the historical climate database 60 for storage.
The initialization parameters are that after one iteration is carried out and calculation is finished, the obtained data is imported into a related database, and an input layer of the original calculation is reset to zero.
The optimized parameters are that the system can compare the obtained result with the data of the input layer after one round of learning, and further adjust the training data of the system, so that the calculation of the next round is more accurate and rapid, the system is intelligent, and the system has self-learning ability.
Fig. 7 is an algorithm schematic diagram of the building facade intelligent design system in the embodiment of the invention.
The principle of the specific calculation algorithm relates to the bayesian formula: unlike other statistical methods, the bayesian method is based on subjective judgment, and can estimate a value first and then continuously correct it according to objective facts:
P(A∩B)＝P(B|A)×P(A)
the formula represents the conditional probability of occurrence of an event a under the condition of occurrence of an event B, equal to the conditional probability of occurrence of an event B under the condition of occurrence of an event a multiplied by the probability of occurrence of an event a divided by the probability of occurrence of an event B. In the formula, P (a) is also called prior probability, P (B | a) is called posterior probability, and the schematic diagram is shown in fig. 6.
In this embodiment, the operation flow of the building facade intelligent design system 100 for adjusting the indoor climate of the building includes the following steps:
firstly, the automatic updating climate information sensor 40 collects climate information and sends the climate information to the artificial intelligent automatic updating information processing center 50.
Step two, the artificial intelligence automatic updating information processing center 50 receives the climate information, obtains the historical climate information similar to the climate information in the historical climate database 60 based on the climate information, and takes the historical operation instruction in the historical operation instruction database 70 corresponding to the historical climate information as the current initial operation instruction.
And step three, the artificial intelligence automatic updating information processing center 50 obtains indoor weather required as target weather based on the weather information, further generates a real-time operation instruction according to the target weather and an indoor corresponding weather information initial operation instruction through a set operation instruction algorithm, and sends an opening degree control instruction to a corresponding driving motor, and the driving motor drives each glass suspension window 202 to turn over and open at different angles.
Step four, the artificial intelligence automatic updating information processing center 50 sends the real-time operation instruction as a historical operation instruction to the historical operation instruction database 70, and sends the climate information when the historical operation instruction is sent as the initial climate information and the climate information after the historical operation instruction is sent as an instruction to the historical climate database 60 after the implementation.
And step five, receiving and correspondingly storing the historical operation instruction by the historical operation instruction library 70, receiving and correspondingly storing the initial climate information and the climate information after the instruction is implemented by the historical climate database 60, then comparing the climate information after the instruction is implemented with the target climate, returning to the step three if the initial climate information and the target climate information have deviation, and returning to the step three until the glass suspension window 202 presents the optimal opening angle to provide the most appropriate air flow rate and air exchange frequency for the indoor space so as to achieve the target climate, and entering an ending state if the initial climate information and the target climate information do not have deviation.
Effects and effects of the embodiments
According to the building facade intelligent design system related to the embodiment, because the building facade intelligent design system is provided with the closed outer curtain wall, the building can be kept clean and complete and can resist severe weather; because the inner curtain wall is composed of a plurality of glass suspension windows which are provided with steel frames and can be opened and closed in a turnover mode, each glass suspension window can have independence, and each glass suspension window can be opened at different angles through the driving of the driving motor according to needs; the steel upright is provided, so that the integrity and rigidity of the whole system can be enhanced; because the automatic updating climate information sensor is arranged, the climate information can be collected; the intelligent automatic updating information processing center is connected with the automatic updating climate information sensor through a circuit, so that the climate information can be received, the climate required indoors is obtained based on the climate information and serves as a target climate, a real-time operation instruction is further generated through a set operation instruction algorithm according to the target climate and a new operation instruction, the real-time operation instruction is sent to the driving motor, each glass suspension window is driven to turn over, the speed of exchanging air flow is controlled through the opening degree of the glass suspension window, and further the indoor climate of a building is adjusted.
According to the building facade intelligent design system, the historical climate database and the historical operation instruction library which are in communication connection with the artificial intelligence automatic updating information processing center are arranged, so that historical climate information and historical operation instructions can be stored, the historical operation instructions corresponding to the historical climate information similar to the immediate climate information can be directly called, the operation of the driving motor for driving the glass suspension window can be rapidly controlled, and the purpose of rapid intelligence is achieved.
According to the building facade intelligent design system related to the embodiment, because the panel support member composed of a plurality of connecting rod members made of steel materials is arranged, strong support can be provided for the outer curtain wall.
According to the building facade intelligent design system of the embodiment, the steel frames on the outer sides of the glass suspension windows on the two side edges of the inner curtain wall are fixed on the steel upright posts on the inner side, so that the firmness of the system can be improved.
Therefore, the intelligent design system of building facade of this embodiment, along with operating time's increase, artificial intelligence automatic update information processing center can constantly carry out the self-study, realize the extraction of global feature and distributed characteristic, thereby it is more and more clever to become, make the instruction of sending more and more high-efficient and rapid, can be more accurate and rapid realize the exchange of air, improve the indoor air quality, provide a more comfortable healthy indoor environment, and then improve the environment that human body is located, more be favorable to the sustainable development of building.
The above embodiments are preferred examples of the present invention, and are not intended to limit the scope of the present invention.
Claims (6)
1. An intelligent design system for building facade installed on the surface of a building for collecting climate information and adjusting the indoor climate of the building, comprising:
the outer curtain wall is arranged on the outer side of the building;
the inner curtain wall is arranged on the inner side of the building and consists of a plurality of glass suspension windows which are provided with steel frames and can be opened and closed in a turnover mode, and a driving motor for controlling the glass suspension windows to be opened and closed in the turnover mode is arranged in each steel frame;
the steel upright column is arranged between the outer layer curtain wall and the inner layer curtain wall and is used for supporting the outer layer curtain wall and the inner layer curtain wall;
the automatic updating climate information sensor is fixed on the outer curtain wall and used for collecting the climate information;
the artificial intelligence automatic updating information processing center is connected with the automatic updating climate information sensor through a circuit and used for receiving the climate information fed back and transmitted by the automatic updating climate information sensor, obtaining the climate which is needed indoors according to the climate information and using the climate information as the target climate, further generating a real-time operation instruction through a set operation instruction algorithm according to the target climate, the climate information and the initial operation instruction, obtaining the real-time operation instruction, sending the real-time operation instruction to each driving motor after sending the operation instruction corresponding to the opening and closing of each glass suspension window, driving each glass suspension window to turn over, controlling the speed of exchanging air flow through the opening degree of each glass suspension window, and further adjusting the indoor climate of the building;
the historical climate database is in communication connection with the artificial intelligence automatic updating information processing center; and
a historical operation instruction base which is in communication connection with the artificial intelligence automatic updating information processing center,
wherein, once the artificial intelligence automatic update information processing center generates the real-time operation instruction, the artificial intelligence automatic update information processing center sends the real-time operation instruction as a historical operation instruction to the historical operation instruction base, and simultaneously sends the climate information when the historical operation instruction is sent as initial climate information and the climate information after the historical operation instruction is sent as instruction implementation climate information to the historical climate database,
the historical climate database receives and stores the initial climate information and the climate information after the command is implemented, the historical operation command database receives and stores the historical operation command,
once the artificial intelligence automatic updating information processing center receives the climate information, the artificial intelligence automatic updating information processing center takes the historical operation instruction in the historical operation instruction library corresponding to the historical climate information similar to the climate information in the historical climate database as a new initial operation instruction, so that the self-updating and continuous learning of the artificial intelligence automatic updating information processing center are realized,
setting the algorithm of the operation instruction as a deep learning algorithm, wherein the algorithm comprises the following steps:
step 1, inputting unmarked training data in an input layer of the whole network, training out a network parameter of a first hidden layer, and activating the network parameter as the output of the first hidden layer;
step 2, taking the output of the first hidden layer as the input of a second hidden layer, and training the output of the second hidden layer in the same way;
step 3, repeating the step 2, and training the input of each hidden layer until the output of all the hidden layers is trained;
step 4, taking the output of the last hidden layer as the input of an output layer model, and training the network parameters of the last hidden layer by adopting labeled test data to obtain the network parameters of the output layer model;
step 5, integrating the network parameters of all the hidden layers and the network parameters of the output layer model to obtain integrated parameters;
step 6, initializing the network parameters of the output layer model by adopting the integration parameters to obtain initialization parameters;
step 7, carrying out iterative solution on the initialization parameters through an optimization theory to obtain a cost function of the whole network, then carrying out fine adjustment on all the network parameters to obtain optimized parameters of the whole network,
wherein the input is the climate information of the outer curtain wall, the inner curtain wall and the surface of the building, which is acquired by the climate information sensor, is automatically updated,
the training data is typical intermediate data in a data set obtained by counting, inducing and sorting the climate information,
the network parameters are descriptive characteristic parameters about the data set obtained after training the data set of the input layer,
the hidden layer is comfort data related to the comfort of the human body,
the output is a real-time operation instruction sent by the artificial intelligence information processing center.
2. The building facade intelligent design system of claim 1, wherein:
the outer layer curtain wall and the inner layer curtain wall are connected through a panel supporting piece.
3. The building facade intelligent design system of claim 2, wherein:
wherein the panel supporting member is composed of a plurality of connection rod members made of steel.
4. The building facade intelligent design system of claim 1, wherein:
and steel frames at the outer sides of the glass suspension windows on the two side edges of the inner curtain wall are fixed on the inner side steel upright posts.
5. The building facade intelligent design system of claim 1, wherein:
wherein the climate information comprises temperature, humidity, wind speed, wind direction, PM2.5, and PM 10.
6. The building facade intelligent design system of claim 1, wherein:
the artificial intelligence automatic updating information processing center is composed of a computer of an artificial intelligence algorithm.
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| 华东地区既有办公建筑绿色化改造技术研究与实践;张等;《建设科技》;20130925(第17期);全文 * |
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