A safety education content pushing system and method for a construction site

By building a safety education database and a priority delivery model, personalized education content is delivered based on the construction stage and historical assessment results, which solves the problem of low efficiency in safety training at construction sites and improves workers' safety awareness and behavioral capabilities.

CN114896474BActive Publication Date: 2025-12-12NANJING BRONZE CONSTR SERVICE TECH CO LTD
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Patent Information

Application Number
CN202210399523.2
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2022-04-15
Publication Date
2025-12-12
Estimated Expiration
2042-04-15

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Abstract

The application discloses a safety education content pushing system and method for a construction site, and belongs to the technical field of safety education of the construction site. The safety education content pushing system comprises the following steps: listing education materials in a tree structure to generate a safety education library, and creating at least one dimension of identification tags for each education material to obtain an identification tag set; performing real-name authentication and numbering on workers to create work information files about the workers; creating a priority pushing model, obtaining pushing keywords required by the workers based on the work information files; mapping the pushing keywords to the identification tag set, matching identification tags having a mapping relationship with the pushing keywords in the identification tag set to obtain a temporary tag set; calling education materials corresponding to the temporary tag set in the safety education library to obtain to-be-pushed education materials, and pushing the to-be-pushed education materials to corresponding workers. The safety education content pushing system achieves efficient and high-precision education content pushing effect based on safety awareness and safety behaviors of the workers, greatly reduces learning time of the workers, and can also make up for part of defects of the workers.
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Description

TECHNICAL FIELD

[0001] The application belongs to the technical field of construction site safety education, and particularly relates to a safety education content pushing system and method for a construction site. BACKGROUND

[0002] Each industry has safety production regulations applicable to its development, and primary practitioners in the industry must be familiar with the safety knowledge in the industry and have safety operation ability to ensure the safety of themselves and the industry and avoid irreversible harm to themselves and the industry due to incomplete performance of safety responsibilities.

[0003] The safety training of the construction site is not only related to the basic knowledge of safety production, laws and regulations and post responsibilities, but also related to the safety awareness and safety operation behavior of the workers.

[0004] The construction safety training needs to be classified and progressive, and the workers need to have qualified safety ability to ensure that they can work. Therefore, a classified safety knowledge content library is established, the workers need what kind of training content is evaluated from the aspects of consciousness and behavior, targeted judgment and retrieval in the content library, combined and pushed to the workers to learn the content, ensure the learning effect, improve the learning efficiency, eliminate habitual violation behavior, reduce hidden dangers, and ensure the production safety of the construction site. SUMMARY

[0005] The application provides a safety education content pushing system and method for a construction site to solve the technical problems in the background art.

[0006] The application adopts the following technical scheme: a safety education content pushing method for a construction site, at least comprising the following steps:

[0007] The education materials are listed in a tree structure to generate a safety education library, and at least one dimension of identification tags is created for each education material to obtain an identification tag set;

[0008] Real-name authentication and numbering are performed on the workers to create a work information file of the workers; the work information file at least includes: current construction stage-work type, date, real-time assessment information;

[0009] A priority pushing model is created, the pushing keywords required by the workers are obtained based on the work information file; the pushing keywords are mapped to the identification tag set, the identification tags having a mapping relationship with the pushing keywords are matched to obtain a temporary tag set;

[0010] The education materials corresponding to the temporary tag set in the safety education library are called to obtain the to-be-pushed education materials, and the to-be-pushed education materials are pushed to the corresponding workers.

[0011] In further embodiments, the method further comprises the following steps:

[0012] The push keywords are sorted by using the priority push model, and the push order is consistent with the sorting when pushing the education materials to be pushed.

[0013] In further embodiments, the education materials at least include: basic education materials, education materials about construction stages, and education materials about construction stages based on construction stages;

[0014] The identification tags at least include: time node tags, construction stage tags, and construction stage-based work type tags.

[0015] In further embodiments, the priority push model is created as follows:

[0016] Create a real-time assessment information set A in the work information file r {A1, A2, …, A t-1 , A t}, where t represents the current construction stage, A t-1 represents the assessment information of the historical construction stage; and A t represents the assessment information of the current construction stage.

[0017] Compare the A1, A2, …, A t-1 , A t with the corresponding assessment standards S t , and calculate the weight values ω t in turn, filter out the construction stages in which the workers have low safety awareness or / and poor safety behavior ability in the historical construction stages by using the formula A a = arg min{ω1, ω2, …, ω t-1}.

[0018] The calculation formula of the weight value is as follows: In the formula, α is a credibility factor.

[0019] Based on the construction stages in which the workers have low safety awareness or / and poor safety behavior ability, historical keywords are extracted, and real-time keywords are extracted based on the current construction stage, and the historical keywords and the real-time keywords constitute the push keywords.

[0020] In further embodiments, the method further comprises the following process:

[0021] The weight values ω a corresponding to at least one construction stage in which the workers have low safety awareness or / and poor safety behavior ability are sorted in ascending order to obtain a push order, and the related education materials are pushed according to the push order.

[0022] In further embodiments, the mapping relationship between the push keyword and the identification tag is as follows:

[0023] Define the push keyword as G={G1,G2,…,G n}, where n is the number of push keywords; based on each push keyword, generate a corresponding sequence string G m ={N1,N2,…,N m}, where m is the number of push keyword sequence strings;

[0024] Define the sequence string of each identification tag as L={L1,L2,…,L j}, where j is the number of identification tag sequence strings;

[0025] Calculate the index value of the push keyword sequence string ρ G and the index value of the identification tag sequence string ρ L ,

[0026] When |ρ G -ρ L |∈[0,δ], it meets the mapping relationship, where δ is a pre-set threshold.

[0027] In further embodiments, the calculation formula of the index value ρ G and the index value ρ L is as follows:

[0028] Where x is an approximation parameter.

[0029] In further embodiments, the time node tag at least includes: holidays, spring, summer, autumn, winter, year, month, and day;

[0030] When the construction time of the current construction stage falls within the time node tag, the priority push model sets the education material corresponding to the time node tag to the optimal level and pushes it to the corresponding worker;

[0031] The weather tag at least includes: temperature mutation, and meteorological anomaly;

[0032] When there is a temperature mutation or a meteorological anomaly, the priority push model sets the education material corresponding to the weather tag to the optimal level and pushes it to the corresponding worker;

[0033] And when pushing, the keyword is constrained by the construction stage-work type.

[0034] A safety education content push system for construction sites, comprising:

[0035] The first module is configured to list the safety education library of the educational material in a tree structure, and create at least one identification tag of each educational material to obtain an identification tag set;

[0036] The second module is configured to perform real-name authentication and numbering on the workers, and create a work information file of the workers, wherein the work information file at least includes: current construction phase-work type, real-time assessment information;

[0037] The third module is configured to create a priority push model, obtain a push keyword required by the workers based on the work information file, map the push keyword to the identification tag set, match an identification tag corresponding to the push keyword to obtain a temporary tag set, and push the temporary tag set to the workers.

[0038] The fourth module is configured to call the educational material corresponding to the temporary tag set in the safety education library to obtain a to-be-pushed educational material, and push the to-be-pushed educational material to the corresponding workers.

[0039] In a further embodiment, the fifth module is configured to sort the push keyword by using the priority push model, and the pushing sequence of the to-be-pushed educational material is consistent with the sorting.

[0040] The present application has the following advantages: the present application pushes the learning content corresponding to the current construction phase of the workers, and pushes the learning content required by the workers in the corresponding construction phase according to the previous assessment standard of the workers by using the priority push model, so that the safety awareness and safety behavior of the workers can be efficiently and accurately pushed, the learning time of the workers is greatly reduced, and the defects of the workers are also compensated.

[0041] Meanwhile, the push level of the time node is also set to ensure the push of the basic learning content. BRIEF DESCRIPTION OF DRAWINGS

[0042] Figure 1 It is a framework diagram of the safety education library of the embodiment 1.

[0043] Figure 2 It is a framework diagram of the work information file of the embodiment 1.

[0044] Figure 3 It is a work flow diagram of the embodiment 1. DETAILED DESCRIPTION

[0045] The present application will be further described below in combination with the embodiments and the accompanying drawings.

[0046] At present, regular and targeted learning of workers has been popularized, but in the process of popularization, it is found that most of the workers on site have poor learning ability, so when they need to learn all the content, not only is the efficiency low, but also the workers will have a repulsive psychology, which plays a reverse role. And each worker has his own familiar environment and work type, and continuous learning of workers in familiar environment will further increase the workers' repulsion psychology. It is better to let him spend time on work types in unfamiliar environment or work types that do not meet the requirements in previous evaluation than to let him learn work types in familiar environment, so as to achieve targeted and efficient learning.

[0047] For example: worker A is performing a hot work operation, and the most familiar operating environment is environment A, that is, he is familiar with the materials that cannot be stacked below the hot work place in environment A, or non-operating personnel cannot approach the welding device, so when identifying the behavior of the worker, it is necessary to examine whether the worker stacks the materials according to the requirements, whether he moves within the safety range, in other words, whether the worker violates the operation or illegally enters the prohibited area. If from the start to the end of the project, every time learning, the relevant education content of hot work operation in environment A is pushed to him, he will only choose to take a chance to evade such learning. If he can be pushed to operate corresponding work types in unfamiliar environment every time he learns, such as hot work operation in environment B, it will not only make him have the enthusiasm of learning, but also save his learning time.

[0048] Embodiment 1

[0049] In order to solve the above technical problems, the embodiment discloses a safety education content pushing method for construction site, which specifies different learning plans for each worker. At least the following steps are included:

[0050] As shown in Figure 1 , the safety education library is generated by listing the education materials in a tree structure, and at least one dimension of identification tag is created for each education material to obtain an identification tag set; in this embodiment, the identification tag includes at least three dimensions, namely time node tag, construction stage tag and work type tag based on construction stage. The form of education material includes: video, ppt, picture, voice or other forms.

[0051] Real-name authentication and numbering are performed on the workers to create work information files about the workers; the work information files at least include: current construction stage-work type, date, real-time assessment information;

[0052] A priority pushing model is created, and the pushing keywords required by the workers are obtained based on the work information files; the pushing keywords are mapped to the identification tag set, and the identification tags with mapping relationship with the pushing keywords are matched to obtain a temporary tag set;

[0053] The education material corresponding to the temporary tag set is called in the safety education library to obtain a to-be-pushed education material, and the to-be-pushed education material is pushed to the corresponding worker.

[0054] In a further embodiment, the education material is basic education content, stage education content related to a construction stage, and operation education content related to a work type arranged in parallel. For example, the basic education content is the literacy of each worker, that is, the construction site rules and regulations that need to be familiar to the worker. Such basic education content is sent to all workers at a predetermined time. The stage education content related to the construction stage is the education content about different stages such as the piling stage, concrete pouring, and protective wall construction. The operation education content related to the work type is detailed content, for example, the work type of protective wall construction includes hoisting, high-altitude operation, and welding. For example, the work type of piling also includes welding, but the operation environment of welding for protective wall construction is different from that of piling. When the worker switches from the previous environment to the new environment, whether it is the same work type or different work types, there will be a certain period of adaptation stage. In the adaptation stage, the worker may lack safety awareness or have poor behavior ability due to unfamiliarity with the environment, so the same education content cannot be used. Therefore, in order to distinguish the education content required by the operation criteria and requirements of the same work type in different construction stages and different construction environments, the identification tag is refined to a construction stage tag and a work type tag based on the construction stage when creating the identification tag.

[0055] In a further embodiment, the work information file of the worker is authenticated by real name, that is, each worker has a corresponding work information file, and the purpose is to facilitate management and accurate education pushing based on the previous performance of the worker.

[0056] In this embodiment, the learning content of the construction stage in which the worker is currently located must be pushed, and the construction stage in which the worker has low safety awareness or / and poor safety behavior ability is selected for pushing according to the previous assessment of the worker. Therefore, in this embodiment, the creation process of the priority pushing model is as follows:

[0057] Real-time assessment information set A is created in the work information file r {A1,A2,…,A t-1 ,A t}, where t represents the current construction stage, A t-1 represents the assessment information of the historical construction stage, and A t represents the assessment information of the current construction stage.

[0058] The A1,A2,…,A t-1 ,At respectively t are compared, and the weight values ω t are calculated in turn a = arg min{ω1,ω2,…,ω t-1} to screen out the construction phase in which the worker has low safety awareness or / and poor safety behavior ability; wherein the calculation formula of the weight value is as follows: In the formula, a is a credibility factor.

[0059] Based on the construction phase in which the worker has low safety awareness or / and poor safety behavior ability, historical keywords are refined, and real-time keywords are refined based on the construction phase at the time, so that the historical keywords and the real-time keywords constitute the push keywords. If the worker has two construction phases in which he has low safety awareness or / and poor safety behavior ability before this time, the value of a is 2, that is, the last two values are selected from ω1,ω2,…,ω t-1 . Then the historical keywords are two, so the push keywords are three. The keywords include the type of work and the corresponding phase, so as to realize accurate scheduling of the education content.

[0060] However, the following situation may also occur: the worker actually meets the evaluation standard of the current construction phase, and he should learn the construction phase in which he has low safety awareness or / and poor safety behavior ability before this time. Therefore, after the refinement of the push keywords is completed, the embodiment also sets the sorting of the push keywords, that is, the push order is determined: the weight values ω a of the construction phase in which the worker has low safety awareness or / and poor safety behavior ability in the historical construction phase and the current construction phase are sorted in ascending order to obtain the push order, and then the push of the related education materials is performed according to the push order.

[0061] For example: the current construction phase of the worker B is protective wall maintenance, and the evaluation meets the standard. However, he did not meet the standard in the welding phase before this time, and he was poor in the welding phase before this time, and the keywords about the welding phase were refined by the priority push model before this time. However, if the push sorting is not performed, the worker B may first receive the education content about the protective wall maintenance, and when he has finished learning this content, he has lost the patience to continue to learn the education content about the welding phase pushed by the push, which may lead to a vicious cycle. Therefore, the push keywords are sorted, and after the sorting, the education content about the welding phase is pushed in priority to the education content about the protective wall maintenance.

[0062] The above expressions are all for the push relationship generated in the construction phase, and part of the education content is not limited to the construction phase and the type of work, which is applicable to the entire project. Therefore, for such education content, the priority push model of the embodiment further includes: when the construction time of the current construction phase falls within the time node label, the priority push model sets the education material corresponding to the time node label as the optimal level and pushes it to the corresponding worker.

[0063] When there is a sudden change in air temperature or weather anomaly, the priority push model sets the education material corresponding to the weather label as the optimal level and pushes it to the corresponding worker.

[0064] In other words, the time dimension, i.e. holidays, spring, summer, autumn and winter, is also added when creating the label. Because the construction project is a project that takes a long time to complete, it may span at least one year, and during this long period, holidays will be encountered. Therefore, in order to increase the safety of the construction site during the holidays, it is necessary to push related equipment inspection, construction site power failure, etc. education content before the holiday. At the same time, after the resumption of work, it is also necessary to push the content to make the workers enter the working state as soon as possible. Or during this long period, at least one spring, summer, autumn and winter will be encountered, and some equipment or some types of work on the construction site will have different notes based on the different air temperature. Therefore, it is necessary to push related content to workers when the season changes.

[0065] Similarly, when the weather is about to change, it is necessary to push related education content to workers after receiving the weather warning, and to prepare in advance, which is to protect the safety of the construction site and the equipment, as well as the safety of the workers themselves. For example, when the weather warning is that there will be gale and storm, lightning and thunder in the next 6 hours, the related content on how to deal with gale and storm, lightning and thunder is pushed to the workers. Or when the weather warning is that the temperature will drop to below zero in the next few days, the workers are pushed to the related content on how to keep warm themselves and the related equipment and materials. Therefore, the weather dimension is also added when creating the label.

[0066] It should be noted that the material received by each worker about the same label may be different because the worker belongs to different construction phases and types of work. Similarly, the mapping relationship of the push keyword and the identified label needs to conform to the current construction phase-work type keyword.

[0067] In a further embodiment, the mapping relationship between the push keyword and the identified label is as follows:

[0068] Define the push keyword as G = {G1, G2, …, G n}, where n is the number of push keywords; based on each push keyword, generate a corresponding sequence string G m = {N1, N2, …, N m}, wherein m is the number of push keyword sequence strings;

[0069] define each identification tag sequence string as L={L1, L2, …, L j}, wherein j is the number of identification tag sequence strings;

[0070] respectively calculate the index value of the push keyword sequence string ρ G and the index value of the identification tag sequence string ρ L When |ρ G -ρ L |∈[0, δ], it meets the mapping relationship, wherein δ is a pre-set threshold. wherein x is an approximation parameter.

[0071] According to the present application, learning content corresponding to the current construction phase of the worker is pushed; at the same time, according to the previous assessment standard of the worker, the learning content required for the corresponding construction phase of the worker is pushed by using the priority push model, so that the push effect is efficient and high in precision, greatly reducing the learning time of the worker while also making up for the defects of the worker.

[0072] Embodiment 2

[0073] In order to implement the push method described in embodiment 1, the present embodiment discloses a safety education content push system for a construction site, comprising:

[0074] A first module is configured to list the education materials in a tree structure to generate a safety education library, and to create at least one dimension of identification tags for each education material to obtain an identification tag set;

[0075] A second module is configured to perform real-name authentication and numbering on the workers, and to create a work information file about the workers; the work information file at least includes: current construction phase - type of work, date, real-time assessment information;

[0076] A third module is configured to create a priority push model, obtain the push keywords required by the workers based on the work information file, map the push keywords to the identification tag set, match the identification tags that have a mapping relationship with the push keywords to obtain a temporary tag set;

[0077] A fourth module is configured to call the education materials corresponding to the temporary tag set in the safety education library to obtain the education materials to be pushed, and to push the education materials to be pushed to the corresponding workers.

[0078] Further comprising: a fifth module configured to sort the push keywords by using the priority push model, and the push order conforms to the sorting when the education materials to be pushed are pushed.

[0079] The education material at least includes: basic education material, education material about construction phase, and work type education material based on construction phase;

[0080] The identification tag at least includes: time node tag, construction phase tag, work type tag based on construction phase, and weather tag. The time node tag at least includes: holiday, spring, summer, autumn, winter, year, month, and day; the weather tag at least includes: air temperature mutation and meteorological anomaly.

Claims

1. A safety education content push method for a construction site, characterized by, At least comprising the following steps: List the safety education library generated by the education material in a tree structure, and create at least one dimension of identification tag for each education material to obtain an identification tag set; Real-name authentication and numbering of workers, creating a work information file about the workers; The work information file at least includes: current construction phase-job type, date, real-time assessment information; Create a priority push model, and obtain the push keywords required by the workers based on the work information file; map the push keywords to the identification tag set to match the identification tags that have a mapping relationship with the push keywords to obtain a temporary tag set; Call the education material corresponding to the temporary tag set in the safety education library to obtain the education material to be pushed, and push the education material to be pushed to the corresponding workers; The creation process of the priority push model is as follows: A real-time assessment information set A is created in the working information file r {A1, A2, …, A t-1 , A t},wherein t represents the current construction stage, A t-1 represents the assessment information of the historical construction stage; and At represents the assessment information of the current construction stage. The A1, A2, …, A t-1 , A t are compared with the corresponding assessment standards S t of the corresponding stages, and the weight values are calculated in sequence, and the construction stage in which the worker has low safety awareness or / and poor safety behavior ability in the historical construction stages is screened out through the formula A a = arg min{ , , }. Based on the construction phase with low safety awareness or / and poor safety behavior ability, historical keywords are extracted, and real-time keywords are extracted based on the current construction phase, then the historical keywords and real-time keywords constitute the push keywords; The mapping relationship between the push keywords and the identification tags is as follows: Define the push keywords as G={G1,G2, …,G n }, where n is the number of push keywords; a corresponding sequence string G is generated based on each push keyword. m ={ N1, N2, …, N m }, where m is the number of push keyword sequence strings; The sequence string of each identification tag is defined as L = { L1, L2, …, L j}, where j is the number of identification tag sequence strings; Calculate the index value of the push keyword sequence string respectively and the index value of the identification label sequence string When , it meets the mapping relationship, wherein is a pre-set threshold value; The time node tag at least includes: holidays, spring, summer, autumn, winter, date; When the construction time of the current construction phase falls within the time node tag, the priority push model sets the education material corresponding to the time node tag to the optimal level and pushes it to the corresponding workers; The weather tag at least: temperature mutation, weather anomaly; When there is temperature mutation or weather anomaly, the priority push model sets the education material corresponding to the weather tag to the optimal level and pushes it to the corresponding workers; And the push keywords are constrained by the construction phase-job type.

2. The safety education content pushing method for a construction site according to claim 1, characterized in that, Further comprising the following steps: Sort the push keywords using the priority push model, and the push sequence conforms to the sorting when pushing the education material to be pushed.

3. The safety education content push method for construction sites according to claim 1, characterized in that: The education material at least includes: basic education material, education material about construction phase, and education material based on construction phase-job type; The identification tag at least includes: time node tag, construction phase tag, construction phase-job type tag, and weather tag.

4. The safety education content pushing method for a construction site according to claim 1, characterized in that, Further comprising the following process: Sort the weight values wa corresponding to at least one construction phase with low safety awareness or / and poor safety behavior ability and the current construction phase in ascending order to obtain a push sequence, and then push the related education material according to the push sequence.

5. The safety education content pushing method for a construction site according to claim 1, characterized in that, The form of the education material at least includes: video, ppt, picture, voice.

6. A safety education content push system for a construction site for implementing the method according to any one of claims 1 to 5, characterized by Comprise: A first module is configured to list the safety education library generated by the education material in a tree structure, and create at least one dimension of identification tag for each education material to obtain an identification tag set; A second module is configured to real-name authentication and numbering of workers, creating a work information file about the workers; The work information file at least includes: current construction phase-job type, real-time assessment information; The third module is configured to create a priority push model, obtain a push keyword required by the worker based on the work information profile, map the push keyword to a recognition label set, and match a recognition label corresponding to the push keyword to obtain a temporary label set; The fourth module is configured to call an education material corresponding to the temporary label set in a safety education library to obtain a to-be-pushed education material, and push the to-be-pushed education material to the corresponding worker.

7. The safety education content pushing system for a construction site according to claim 6, characterized by Further comprising: The fifth module is configured to sort the push keyword by using the priority push model, and the push sequence of the to-be-pushed education material conforms to the sorting.

Citation Information

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