Application of improved radar chart in the health evaluation model of hydraulic gate

. In view of the multi-factor in ﬂ uence of stress, de ﬂ ection, vibration, corrosion and other factors involved in the state assessment of hydraulic steel gates, established a gate health assessment system including the target layer, criterion layer and indicator layer. A hydraulic health assessment model combining fuzzy analytic hierarchy process and improved radar chart method is proposed. In this method, the fuzzy analytic hierarchy process is used to determine the weight of each index, and then the improved radar chart method is used to evaluate the criterion layer and the target layer respectively, and the gate evaluation level is standardized and drawn into the radar chart. An example of comprehensive evaluation of a radial gate is given, which visually expresses the various factors that affect the gate. While giving the health evaluation result of the gate state, it fully re ﬂ ects the actual state of all aspects of the gate.


Introduction
As a renewable energy, water conservancy and hydropower is the key development direction for mankind to realize carbon neutralization. Metal equipment in water conservancy and hydropower projects is an important tool for human beings to use water resources, and it is also a key facility to ensure the safe operation of water conservancy projects. At present, a considerable part of the existing hydraulic metal facilities in China have reached the service life, even far beyond the design life. The operation status of these facilities is not clear, and some may have potential safety hazards. The results of accidents in hydraulic metal facilities are usually serious. The health assessment of hydraulic metal structure can effectively prevent accidents and avoid blind investment of funds.
Due to the poor working environment and complex load, long-term service of hydraulic gate is easy to lead to structural damage and failure. Relevant scholars have studied its health assessment methods. Yang Guangming [1] elaborated in detail the detection methods and evaluation methods of various aspects of the gate; Li Jianbin [2] conducted a fuzzy comprehensive evaluation of the gate combined with analytic hierarchy process and mathematical methods; Wei Wenguang [3] introduced entropy weight method and variable weight method to adjust the weight in the comprehensive evaluation. Wang Fei [4] used the game combination algorithm to optimize the gate after determining the subjective and objective weights of the gate. Most methods are aimed at determining the weight of various factors affecting the health status of hydraulic gates.
To solve the problem of how to effectively evaluate and express the state of the gate, the fuzzy analytic hierarchy process and radar chart method are used to evaluate the health status of the gate for the first time. On the basis of determining the health evaluation index system of hydraulic gate, the fuzzy analytic hierarchy process is used to determine the weight of each level and index, and then the dual-level radar chart is used to comprehensively evaluate the criterion level and target level successively. The index factors and evaluation criteria are visualized, which can not only give the evaluation results intuitively by radar graphics, but also give the evaluation value quantitatively by evaluation function, and realize the comprehensive health evaluation of hydraulic gate.
Through the analysis of the accident situation and its causes of hydraulic gates, the main factors affecting the healthy operation of the gates are listed. In the basic project of following the principles of purpose, integrity and operability, the safety evaluation system of hydraulic steel gates is divided into three layers according to the Chinese Regulations on Safety Appraisal of Sluice: 1. The target layer. The purpose of evaluation is to comprehensively evaluate hydraulic gates; 2. Criteria layer. It includes three aspects of safety, applicability and durability that affect the operation reliability of hydraulic gates; 3. Indicator layer. The indicator layer contains 12 factors that actually affect the reliable operation of the gate.

Standardization of indicators
It can be seen from Table 1 that in the evaluation system of hydraulic gates, there are quantitative indicators and nonquantitative indicators. Quantitative indicators are divided into absolute quantitative indicators and relative quantitative indicators, and the magnitudes of indicators are also different. These indicators need to be standardized before evaluation [5]. Specifically, the values of each index are mapped to the interval (0, 1) through the mapping function. The closer the measured value is to the ideal working condition, the closer it is to 1. On the contrary, the closer it is to the failure state, the closer it is to 0. The non-quantitative indicators are determined by professional operation and maintenance managers.
The quantitative indexes are all smaller and better, so the mapping function can be used by P (x i ).
P(x i ) denotes the value of the original data mapped by the mapping function. x i , x op , x max represent the input of the original data, the best value and the maximum value of the data, respectively.

Determine the index weight
As a method of analysis and judgment, Analytic Hierarchy Process (AHP) can effectively combine qualitative and quantitative analysis. It divides a complex problem step by step and form a hierarchical structure, and then determine the relative importance of each factor to a certain index by comparing two factors.Comprehensive human judgment determines the relative importance of the overall sort of factors. However, due to the objective existence of human subjective factors, the constructed judgment matrix is difficult to meet the consistency requirements, so it has certain limitations. As another analysis and judgment method, fuzzy analysis method uses the fuzzy transformation principle and membership principle in mathematics to comprehensively evaluate things [6]. The fuzzy analytic hierarchy process combined with fuzzy method and analytic hierarchy process can give full play to their respective advantages, reduce the influence of human subjective factors, reduce the difference between subjective judgment and objective judgment, and solve the problem of human thinking consistency. The establishment of fuzzy judgment matrix of gate evaluation index [7] is the first step to determine the weight of gate index by fuzzy analytic hierarchy process. Using the method shown in Table 2, each position value in the matrix is determined. The fuzzy judgment matrix can be expressed as: R ¼ r 11 ::: r 1n ::: ::: ::: r n1 ::: r nn The consistency process of judgment matrix is: -The line sum based on the judgment matrix: -Establishing the priority relation matrix: P ¼ p 11 ::: p 1n ::: ::: p n1 ::: p nn where p ij = (p ip j )/2n + 0.5 (i,j = 1,2,...,n).
-Determination of relative weight.
The feature vector of fuzzy consistent judgment matrix is calculated. Then using the single layer weight formula, the normalized processing is carried out to obtain the relative weight of each evaluation index factor. The calculation formula is: where w i 0 is the weight value of the first indicator factor; n is the order of r; a = (n À 1)/2; r ij is the element value in the judgment matrix, indicating the priority of factor i compared with factor j.
The normalization formula is: where W i is the weight of the first indicator factor. According to the above calculation method, the weight of each index of the gate health assessment system is shown in Table 3.
4 Construction of gate health assessment model based on improved radar chart

Radar graphic method
As an intuitive comprehensive evaluation analysis method, radar chart method can scientifically evaluate the research objects with multiple indicators. In the use of radar chart evaluation, not only consider the overall level of the evaluation object, but also consider the relationship between the indicators of the evaluation object, so it is widely used in economic, management, computer, industry, medicine and other fields. The radar chart method is used for comprehensive evaluation [8]. Firstly, the index system of the evaluation object is determined. According to the index system, the corresponding radar chart is drawn, and then the relevant characteristic variables are extracted to give the evaluation results. Overall, the larger the drawing area, the stronger the overall advantage; the smaller the area, the opposite conclusion. When the overall area of the drawn radar graph is constant, the smaller the sum of the peripheral side lengths is, the more balanced the evaluation objects are. The original radar image is to divide the whole circular area equally according to the total number of indicators, mark the value of each indicator on each indicator axis, and connect each marker point in turn (Fig. 1a). Zheng Huili [9] proposed to calculate the evaluation value of the evaluation object and obtain quantitative comprehensive evaluation results by extracting the area and perimeter of the radar map as the feature vector and using the geometric average of the feature vector as the comprehensive evaluation function. Ding Jiemin [10] proposed a method to determine the sector area according to the arc value corresponding to the index weight size, and draw the radar map clockwise, as shown in Figure 1b. Qiao Pengcheng [11] used the diagonal of the fan-shaped region corresponding to each index as the index axis, and improved the feature vector, so that it not only reflected the independent weight of each index, but also reflected the mutual influence and role of each index, as shown in Figure 1c. At present, many radar graph analysis methods are used to sort different evaluation subjects or different stages of the same subject. The evaluation value changes with the change of the evaluation object index data. Based on the adjustment of radar graphics drawing method, the safety evaluation standard of hydraulic steel gate is introduced to draw radar graphics, which makes the evaluation unified and extends the application scope of the evaluation method. At the same time, when the radar chart is used for comprehensive evaluation, the entropy value of the index is introduced to replace the perimeter to measure the balance of the development of the evaluation object. The greater the difference between the marked data, the smaller the entropy value; on the contrary, the greater the entropy value is. The calculation process of entropy is as follows.
Assuming n objects for a comprehensive evaluation using radar maps, totalp ij ¼ One factor is slightly more important than the other 0.7 One factor is more important than the other 0. 8 One factor is much more important than the other 0.9 One factor is extremely more important than the other 0.1-0. 4 If the comparison between element c i and element c j is r ij , then the comparison between element c j and element c i is r ji = 1 − r ij the entropy of the jth evaluation object can be expressed as Level A: the gate operates well in general, and all the performances meet the requirements. The main performance is excellent, and there is a safety margin.
Level B: the operation state of the gate is normal, the main performance meets the requirements, and its performance basically meets the requirements; Level C: the gate can run barely, the main performance indicators basically meet the requirements, but there are security problems; Level D: The gate cannot operate normally, and the main performance of the index does not meet the requirements.
Before drawing the radar map of the gate, it is necessary to standardize the size of each index of the gate, which can be referred to the levels in Table 4 to correspond to their respective standardized intervals. According to the four levels of A, B, C and D, each interval is divided equally, each interval accounts for 1/4, on this basis to adjust. In determining the indicators x 1 , x 2 , x 4 , x 5 , taking into account the current index standard setting interval gradually smaller (followed by 0.8, 0.2, 0.05), and the speed of material performance degradation in the later stage of the gate, in order to better evaluate the condition of the later stage of the gate, the interval is set wide (adjusted from 0.25 to 0.3), and the corresponding interval of the index x 10 is the same. When setting in the x 3 interval, taking into account the standard A (no ice pressure) is a qualitative  state, the reality may only exist two kinds of ice pressure and no ice pressure, so it is set to a single value 1, when there is ice pressure, it decreases linearly according to the thickness of ice pressure. For the qualitative indicators x 6 , x 7 , x 8 , x 9 , x 11 , x 12 , there is no need to adjust, according to the equal interval processing, the data mapping of each index corresponding interval and mapping function settings are shown in Table 5.

Drawing radar map and comprehensive evaluation
Using Section 3.2 fuzzy analytic hierarchy process to determine the weight of the gate index, the radar charts of A, B, C and D levels based on safety criteria are drawn. The methods are as follows: -The circle is drawn with O as the center and 1 as the radius.
-The corresponding sector angle is determined according to the weight w i of each index degree u i , according to the order of the index system, the fan area corresponding to each index is divided by virtual lines.Among which, u i = 2pw i . -Draw diagonal lines of each sector area with real lines as indicators x i , determine the corresponding areas of A, B, C, D levels on the index axis .The dividing point between them, in turn with green, blue, yellow, red real lines the boundary points on each index axis are connected to form polygons. The enclosed area formed between green and blue polygons represents the radar chart shape corresponding to grade A, the enclosed area formed between blue and yellow polygons represents the radar chart shape corresponding to grade B, the enclosed area formed between yellow and red polygons represents the radar chart shape corresponding to grade C, and the enclosed area formed within red polygons represents the radar chart shape corresponding to grade D, as shown in Figure 2a. The radar chart based on applicability criterion and the radar chart based on durability criterion are drawn by the same method. As shown in Figure 2b,c.
Taking the radar map area of the first evaluation object as S i and entropy value H j as feature vectors, the comprehensive evaluation result S I of the object is expressed as S op represents the size of an excellent sample of radar graphics in this evaluation. The radar levels of A, B, C and D of the steel gate based on the criterion layer are shown in Table 7.
According to the analysis steps described above, the radar chart based on target layer is drawn according to the comprehensive evaluation results in Table 6, as shown in Figure 3 and calculate the evaluation results, as shown in Table 7.

Hydraulic gate example
A reservoir in Henan Province of the Yellow River Basin is a large (I) water conservancy project with flood control, power generation and water supply functions. The dam height is 55 m and the total storage capacity is 1.32 billion m 3 . The reservoir was built in December 1959 and completed in August 1965. In February 1970, the irrigation power generation tunnel was added. In 1986, the dam protection and reinforcement project of the reservoir was started. In  According to the field inspection, the opening and closing operation of the gate is normal, the appearance of the steel gate is good, and the overall structure has slight deformation. Local position top of the gate.
Water stop with leakage, gate body vibration. The material outside the gate is basically intact, and there is a certain degree of corrosion in general, and some are seriously corroded. The field operation and maintenance Quantitative indicators Qualitative indicators  First of all, through the on-site monitoring of the gate, the analysis of historical documents, numerical calculation, expert scoring based on experience and the internal information of relevant departments, the index data of the gate are shown in Table 8. Table 6.     According to the indexes of safety, applicability and durability criteria, the example radar graphics are drawn on the basis of grade standard radar graphics (as shown in Figure 4 black real line), and then the feature vectors are extracted and evaluated (as shown in Tab. 9).
According to the comprehensive evaluation results of the above criteria layer radar map, draw the target layer radar map (as shown in Fig. 5) and calculate the comprehensive evaluation results (as shown in Tab. 10).
In the radar chart based on the safety criterion, the whole figure is near the yellow line, x 2 and x 4 are between the yellow line and the blue line, x 1 and x 5 are between the yellow line and the red line, and x 5 is closer to the red line. From a quantitative point of view, the comprehensive evaluation result of radar chart based on safety criteria S I = 0.593, which is in the range of C level (0.300, 0.597), closer to the critical positions of B and C levels, and is C+ level. From the radar chart based on the applicability criterion, it can be seen that the distribution of each index is relatively uniform, in which x9 is slightly worse, and is in the region between the blue line and the yellow line as a whole, S I = 0.688, in the middle of the range of grade B (0.500, 0.752). From the radar chart based on durability criterion, it can be seen that x10 and x12 are near the blue line and perform well, x 11 is near the yellow line and perform poorly, S I = 0.630, in the middle of B level (0.520-0.761). The radar chart based on the target layer shows that the applicability and durability of the gate in the example are between blue and yellow, and the safety is near the yellow line. The comprehensive evaluation result is S I = 0.627, which is in the middle position of B grade (0.546,0.774). The main performance of the gate can meet the use requirements. For a single indicator, the gate x 5 indicator, that is, the main beam deflection is too large, and the water sealing performance of x 9 indicator is relatively poor, which should be improved.

Summary
In this paper, the radar chart is introduced into the health assessment of hydraulic steel gates, and the gate evaluation system is established by using analytic hierarchy process. According to the gate evaluation grade, two radar charts are drawn based on the criterion layer and the target layer, respectively. The entropy value of radar chart area and index is used for comprehensive evaluation in quantitative analysis and evaluation. Compared with the traditional evaluation method, the established gate condition evaluation model realizes the comprehensive, comprehensive and intuitive expression of gate-related influencing factors, and the evaluation of gate health status can be more refined and reasonable. This method can also be applied to the study of gate health status recession. With the development of intelligent sensing technology and remote operation and maintenance technology, the gate state data can be automatically collected and processed. Combined with radar chart, the analysis and judgment can be carried out. The real-time monitoring of gate state and automatic fault identification can be realized, and the intelligent operation and maintenance can be realized.