Fire coal dispatching plan day updating method
By analyzing historical data, calculating the discrete coefficient and integration coefficient of coal-fired transportation, and optimizing the coal-fired transportation plan daily, solving the problem of inaccurate coal-fired inventory prediction in the existing technology, and achieving accurate updates of coal-fired transportation plan and efficient energy supply.
Patent Information
- Application Number
- CN202510272756.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-07
- Publication Date
- 2025-06-27
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
The existing coal-fired transportation methods rely on simple mathematical models or empirical formulas, and cannot accurately predict coal-fired inventory demand, neglecting information in long-term trends and historical data.
By deeply digging and analyzing historical data, we determine the change rules of coal-fired transportation volume, calculate the discrete coefficient and integration coefficient of coal-fired transportation, and combine these coefficients to update and optimize the current coal-fired transportation plan daily.
Accurate prediction of coal-fired inventory transportation conditions is achieved, ensuring the daily update and dynamic adjustment of coal-fired transportation plans, improving the accuracy and efficiency of predictions, and reducing operating costs.
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Figure CN120218778A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of coal transportation, and more particularly, to a method for daily updating of coal transportation plans. Background Art
[0002] Coal transportation refers to the transportation process of coal from the production site to the consumption site, including links such as plan formulation, organization and dispatching, and implementation monitoring. Coal transportation should meet the requirements of the unit's safe production for coal quality and ensure the quantity of coal required for production. Coal transportation personnel should organize and adjust the quantity and types of coal in stock in a timely manner according to the dynamic situations such as coal supply, consumption, and inventory, and ensure the continuous and stable supply of coal on the premise of meeting the coal quality requirements of the boiler. Therefore, accurately predicting the quantity of coal in stock is of great significance for ensuring energy supply, optimizing production dispatching, and reducing operating costs.
[0003] Existing coal transportation methods mainly rely on simple mathematical models or empirical formulas to predict future coal inventory demand. Although this method can provide reference information to a certain extent, it has obvious limitations. First, these traditional mathematical models or empirical formulas often only consider current influencing factors and ignore the role of long-term trends; second, they fail to fully utilize the rich information contained in historical data, such as the change law of coal consumption in the past time period and the adjustment of supply-demand relationships in a specific time period, which makes the prediction results relatively single and inaccurate. Summary of the Invention
[0004] An embodiment of the present invention provides a method for daily updating of coal transportation plans. By deeply mining and analyzing historical data, the change law of coal transportation volume in the past time period is obtained, accurate prediction of the coal inventory transportation situation is realized, and dynamic adjustment of daily updating of the coal inventory plan is achieved.
[0005] To achieve the above object, the present invention provides a method for daily updating of coal transportation plans, including: Presetting a historical data collection time interval, and collecting multiple historical coal transportation situations of a coal transportation point based on sub-historical data collection time points within the historical data collection time interval, wherein the historical coal transportation situations include historical coal inventory and historical actual coal transportation volume; Determining multiple historical coal transportation difference amounts according to the historical coal transportation situations, performing discrete analysis on all the historical coal transportation difference amounts, and calculating the historical coal transportation discrete coefficient of the coal transportation point based on the discrete analysis result, wherein the historical coal transportation difference amount is the absolute value of the difference between the historical actual coal transportation volume and the historical coal inventory; Integrate and analyze all historical coal transportation difference quantities, and calculate the historical coal transportation integration coefficient of the coal transportation point based on the integration analysis results; Calculate the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation dispersion coefficient and the historical coal transportation integration coefficient; Determine the current coal transportation plan of the coal transportation point, daily update and optimize the current coal transportation plan according to the historical coal transportation comprehensive coefficient to obtain an updated coal transportation plan, and adjust the coal inventory of the coal transportation point based on the updated coal transportation plan.
[0006] Furthermore, when determining multiple historical coal transportation difference quantities according to the historical coal transportation situation, performing a discrete analysis on all historical coal transportation difference quantities, and calculating the historical coal transportation dispersion coefficient of the coal transportation point based on the discrete analysis results, it includes: Analyze the historical coal transportation situation at each sub-historical data collection time point. If the actual historical coal transportation volume is less than the historical coal inventory, generate a remaining coal transportation identifier for the corresponding historical coal transportation difference quantity; If the actual historical coal transportation volume is equal to the historical coal inventory, generate an optimal coal transportation identifier for the corresponding historical coal transportation difference quantity; If the actual historical coal transportation volume is greater than the historical coal inventory, generate an insufficient coal transportation identifier for the corresponding historical coal transportation difference quantity; Construct an array of remaining historical coal transportation difference quantities based on the historical coal transportation difference quantities corresponding to all remaining coal transportation identifiers; Construct an array of optimal historical coal transportation difference quantities based on the historical coal transportation difference quantities corresponding to all optimal coal transportation identifiers; Construct an array of insufficient historical coal transportation difference quantities based on the historical coal transportation difference quantities corresponding to all insufficient coal transportation identifiers; Perform a discrete analysis on the array of remaining historical coal transportation difference quantities, the array of optimal historical coal transportation difference quantities, and the array of insufficient historical coal transportation difference quantities, and calculate the historical coal transportation dispersion coefficient of the coal transportation point based on the discrete analysis results.
[0007] Furthermore, when performing a discrete analysis on the array of remaining historical coal transportation difference quantities, the array of optimal historical coal transportation difference quantities, and the array of insufficient historical coal transportation difference quantities, and calculating the historical coal transportation dispersion coefficient of the coal transportation point based on the discrete analysis results, it includes: Calculate the average value of the remaining array of the array of remaining historical coal transportation difference quantities; Determine the minimum remaining historical coal transportation difference quantity in the remaining historical coal transportation difference quantity array, and determine the first remaining difference quantity array according to the minimum remaining historical coal transportation difference quantity and the remaining array average value; Determine the maximum remaining historical coal transportation difference quantity in the remaining historical coal transportation difference quantity array, and determine the second remaining difference quantity array according to the remaining array average value and the maximum remaining historical coal transportation difference quantity; Analyze the remaining historical coal transportation difference quantities in the remaining historical coal transportation difference quantity array, and determine the quantity of the first remaining historical coal transportation difference quantities falling into the first remaining difference quantity array; Determine the quantity of the second remaining historical coal transportation difference quantities falling into the second remaining difference quantity array; Calculate the insufficient array average value of the insufficient historical coal transportation difference quantity array; Determine the minimum insufficient historical coal transportation difference quantity in the insufficient historical coal transportation difference quantity array, and determine the first insufficient difference quantity array according to the minimum insufficient historical coal transportation difference quantity and the insufficient array average value; Determine the maximum remaining insufficient coal transportation difference quantity in the insufficient historical coal transportation difference quantity array, and determine the second insufficient difference quantity array according to the insufficient array average value and the maximum insufficient historical coal transportation difference quantity; Analyze the insufficient historical coal transportation difference quantities in the insufficient historical coal transportation difference quantity array, and determine the quantity of the first insufficient historical coal transportation difference quantities falling into the first insufficient difference quantity array; Determine the quantity of the second insufficient historical coal transportation difference quantities falling into the second insufficient difference quantity array; Count the quantity of the best historical coal transportation difference quantities in the best historical coal transportation difference quantity array; Calculate the historical coal transportation dispersion coefficient of the coal transportation point according to the quantity of the first remaining historical coal transportation difference quantities, the quantity of the second remaining historical coal transportation difference quantities, the quantity of the first insufficient historical coal transportation difference quantities, the quantity of the second insufficient historical coal transportation difference quantities, and the quantity of the best historical coal transportation difference quantities.
[0008] Further, when calculating the historical coal transportation dispersion coefficient of the coal transportation point according to the quantity of the first remaining historical coal transportation difference quantities, the quantity of the second remaining historical coal transportation difference quantities, the quantity of the first insufficient historical coal transportation difference quantities, the quantity of the second insufficient historical coal transportation difference quantities, and the quantity of the best historical coal transportation difference quantities, it includes: Calculate the historical coal transportation dispersion coefficient of the coal transportation point according to the following formula: ; ; ; Among them, q is the historical coal transportation dispersion coefficient of the coal transportation point, q1 is the first historical transportation coefficient, q2 is the second historical transportation coefficient, u is the adjustment coefficient. When < 1, then u = 0.9. When = 1, then u = 1.1. When > 1, then u = 1.2. d is the quantity of the best historical coal transportation difference, w is the quantity of the remaining historical coal transportation differences in the remaining historical coal transportation difference array, r e is the e-th remaining historical coal transportation difference in the remaining historical coal transportation difference array, t1 is the minimum remaining historical coal transportation difference, t2 is the average value of the remaining array, w1 is the quantity of the first remaining historical coal transportation difference, w2 is the quantity of the second remaining historical coal transportation difference, y is the calculation coefficient, and its value range is (0.1, 0.5). p is the quantity of the insufficient historical coal transportation differences in the insufficient historical coal transportation difference array, s a is the a-th insufficient historical coal transportation difference in the insufficient historical coal transportation difference array, t3 is the minimum insufficient historical coal transportation difference, t4 is the average value of the insufficient array, p1 is the quantity of the first insufficient historical coal transportation difference, and p2 is the quantity of the second insufficient historical coal transportation difference.
[0009] Furthermore, when integrating and analyzing all the historical coal transportation differences and calculating the historical coal transportation integration coefficient of the coal transportation point based on the integration analysis results, it includes: Determining the historical actual coal transportation volume curve based on the best coal transportation identifier, the remaining coal transportation identifier, and the insufficient coal transportation identifier. Among them, fitting the historical actual coal transportation volumes corresponding to the best coal transportation identifier and the remaining coal transportation identifier to the first quadrant, and fitting the historical actual coal transportation volume corresponding to the insufficient coal transportation identifier to the fourth quadrant, with the abscissa being the sub-historical data acquisition time points; Determining the historical coal inventory curve according to all the historical coal inventories, where the fitting order of the historical coal inventory is in one-to-one correspondence with that of the historical actual coal transportation volume; Sorting the historical actual coal transportation volumes in the first quadrant by numerical size and numbering them by numerical size, where the numerical size numbers include f1, f2, f3,..., f g , where g is the quantity of the historical actual coal transportation volumes in the first quadrant; Determine the historical actual coal transportation volume corresponding to the numerical size number f1, and determine the first shortest curve distance from the historical actual coal transportation volume to the historical coal inventory curve; Sort the historical actual coal transportation volumes in the fourth quadrant by numerical size and assign numerical size numbers, where the numerical size numbers include h1, h2, h3,..., h k , where k is the number of historical actual coal transportation volumes in the fourth quadrant; Determine the historical actual coal transportation volume corresponding to the numerical size number h1, and determine the second shortest curve distance from the historical actual coal transportation volume to the historical coal inventory curve; Calculate the average curve distance between the first shortest curve distance and the second shortest curve distance, and use it as a sub-integration analysis factor; Determine a sub-integration analysis factor based on the historical actual coal transportation volumes corresponding to the numerical size numbers f2 and h2; Determine a sub-integration analysis factor based on the historical actual coal transportation volumes corresponding to the numerical size numbers f3 and h3; Calculate iteratively in this way to determine multiple sub-integration analysis factors, and calculate the historical coal transportation integration coefficient of the coal transportation point based on all the sub-integration analysis factors.
[0010] Further, when calculating the historical coal transportation integration coefficient of the coal transportation point based on all the sub-integration analysis factors, it includes: Calculate the historical coal transportation integration coefficient of the coal transportation point according to the following formula: ; where c is the historical coal transportation integration coefficient of the coal transportation point, n is the number of sub-integration analysis factors, v i is the i-th sub-integration analysis factor, j is the average sub-integration analysis factor corresponding to all sub-integration analysis factors, n1 is all that satisfy ≥0.1, and b is the variance of all .
[0011] Further, when calculating the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation dispersion coefficient and the historical coal transportation integration coefficient, it includes: Assign a first calculation coefficient to the historical coal transportation dispersion coefficient and a second calculation coefficient to the historical coal transportation integration coefficient; Calculate the historical coal transportation comprehensive coefficient of the coal transportation point according to the following formula: ; Among them, L is the historical coal transportation comprehensive coefficient of the coal transportation point, m1 is the first calculation coefficient, m2 is the second calculation coefficient, m1 + m2 = 1, and m1 > m2.
[0012] Further, when daily updating and optimizing the current coal transportation plan according to the historical coal transportation comprehensive coefficient, it includes: Set a first preset historical coal transportation comprehensive coefficient, a second preset historical coal transportation comprehensive coefficient, and a third preset historical coal transportation comprehensive coefficient; Set a first preset daily update and optimization coefficient, a second preset daily update and optimization coefficient, a third preset daily update and optimization coefficient, and a fourth preset daily update and optimization coefficient; When the historical coal transportation comprehensive coefficient is less than the first preset historical coal transportation comprehensive coefficient, then select the first preset daily update and optimization coefficient to perform daily update and optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the first preset historical coal transportation comprehensive coefficient and less than the second preset historical coal transportation comprehensive coefficient, then select the second preset daily update and optimization coefficient to perform daily update and optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the second preset historical coal transportation comprehensive coefficient and less than the third preset historical coal transportation comprehensive coefficient, then select the third preset daily update and optimization coefficient to perform daily update and optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the third preset historical coal transportation comprehensive coefficient, then select the fourth preset daily update and optimization coefficient to perform daily update and optimization on the current coal transportation plan.
[0013] Compared with the prior art, the beneficial effects of the present invention are as follows: The present invention discloses a method for daily updating a coal transportation plan, which collects historical coal transportation situations based on sub-historical data collection time points; determines the historical coal transportation difference amount according to the historical coal transportation situations, conducts discrete analysis, and calculates the historical coal transportation discrete coefficient; conducts integrated analysis on the historical coal transportation difference amount, and calculates the historical coal transportation integrated coefficient; calculates the historical coal transportation comprehensive coefficient based on the historical coal transportation discrete coefficient and the historical coal transportation integrated coefficient; performs daily update and optimization on the current coal transportation plan according to the historical coal transportation comprehensive coefficient to obtain an updated coal transportation plan, adjusts the coal inventory of the coal transportation point, analyzes all historical coal transportation situations to obtain the historical coal transportation comprehensive coefficient, ensures the accuracy and efficiency of the daily update of the coal transportation plan, and is of great significance for ensuring energy supply, optimizing production scheduling, and reducing operating costs. Description of the Drawings
[0014] By reading the following detailed description of the preferred embodiments, various other advantages and benefits will become clear to those of ordinary skill in the art. The drawings are only for the purpose of showing the preferred embodiments and are not considered to be a limitation of the present invention. Moreover, throughout the drawings, the same reference numerals are used to denote the same components. In the drawings: Figure 1 A schematic flow diagram of a daily update method for a coal transportation plan in an embodiment of the present invention is shown. Specific embodiments
[0015] The following will further describe in detail the specific embodiments of the present invention in conjunction with the drawings and embodiments. The following embodiments are used to illustrate the present invention but are not intended to limit the scope of the present invention.
[0016] In the description of the present application, it should be understood that the terms "center", "upper", "lower", "front", "rear", "left", "right", "vertical", "horizontal", "top", "bottom", "inner", "outer", etc. indicate the orientation or positional relationship based on the orientation or positional relationship shown in the drawings, and are only for the convenience of describing the present application and simplifying the description, rather than indicating or implying that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and thus should not be construed as a limitation of the present application.
[0017] The terms "first" and "second" are only used for descriptive purposes and cannot be construed as indicating or implying relative importance or implicitly indicating the quantity of the indicated technical features. Thus, the features defined with "first" and "second" may explicitly or implicitly include one or more of such features. In the description of the present application, unless otherwise specified, the meaning of "a plurality" is two or more.
[0018] In the description of the present application, it should be noted that unless otherwise clearly specified and limited, the terms "installed", "connected", and "connected" should be understood in a broad sense. For example, it may be a fixed connection, a detachable connection, or an integral connection; it may be a mechanical connection or an electrical connection; it may be directly connected or indirectly connected through an intermediate medium, and it may be the communication inside two elements. For those of ordinary skill in the art, the specific meanings of the above terms in the present application can be understood according to specific circumstances.
[0019] The following is a description of the preferred embodiments of the present invention in conjunction with the drawings.
[0020] As Figure 1 shown, an embodiment of the present invention discloses a daily update method for a coal transportation plan, including: S110: Preset a historical data collection time interval, and collect multiple historical coal transportation situations at the coal conveying point based on sub-historical data collection time points within the historical data collection time interval, where the historical coal transportation situations include historical coal inventory and historical actual coal transportation volume; In this embodiment, the historical data collection time interval can be set according to actual needs, and here it is preferably 14 days, that is, the day before receiving the daily update instruction is taken as the first day, and so on, for 14 days.
[0021] In this embodiment, there are multiple sub-historical data collection time points within the historical data collection time interval. As described above, each day is used as a sub-historical data collection time point. The first day is a sub-historical data collection time point, the second day is a sub-historical data collection time point, and the rest are not listed one by one. 14 groups of historical coal transportation situations can be collected.
[0022] In this embodiment, the historical coal inventory refers to the coal inventory at the coal conveying point on the current day, and the historical actual coal transportation volume is the actual coal transportation volume on the current day. For example, the coal inventory is 10 tons and the historical actual coal transportation volume is 8 tons.
[0023] S120: Determine multiple historical coal transportation difference amounts according to the historical coal transportation situations, perform discrete analysis on all the historical coal transportation difference amounts, and calculate the historical coal transportation discrete coefficient of the coal conveying point based on the discrete analysis result, where the historical coal transportation difference amount is the absolute value of the difference between the historical actual coal transportation volume and the historical coal inventory; In some embodiments of the present application, when determining multiple historical coal transportation difference amounts according to the historical coal transportation situations, performing discrete analysis on all the historical coal transportation difference amounts, and calculating the historical coal transportation discrete coefficient of the coal conveying point based on the discrete analysis result, it includes: Analyze the historical coal transportation situations at each sub-historical data collection time point. If the historical actual coal transportation volume is less than the historical coal inventory, generate a remaining coal transportation identifier for the corresponding historical coal transportation difference amount; If the historical actual coal transportation volume is equal to the historical coal inventory, generate an optimal coal transportation identifier for the corresponding historical coal transportation difference amount; If the historical actual coal transportation volume is greater than the historical coal inventory, generate an insufficient coal transportation identifier for the corresponding historical coal transportation difference amount; Construct an array of remaining historical coal transportation difference amounts according to the historical coal transportation difference amounts corresponding to all the remaining coal transportation identifiers; Construct an array of the best historical coal transportation difference amounts based on the historical coal transportation difference amounts corresponding to all the best coal transportation identification tags; Construct an array of insufficient historical coal transportation difference amounts based on the historical coal transportation difference amounts corresponding to all the insufficient coal transportation identification tags; Perform discrete analysis on the remaining historical coal transportation difference amount array, the best historical coal transportation difference amount array, and the insufficient historical coal transportation difference amount array, and calculate the historical coal transportation discrete coefficient of the coal transportation point based on the discrete analysis results.
[0024] In this embodiment, as described above, 8 tons is less than 10 tons, so the historical coal transportation difference amount is 2 tons, and the corresponding historical coal transportation difference amount is used to generate a remaining coal transportation identification tag.
[0025] In this embodiment, if the actual historical coal transportation amount is equal to the historical coal inventory amount, the historical coal transportation difference amount is 0.
[0026] In this embodiment, if the historical coal inventory is 10 tons and the historical coal transportation amount on that day is 10 tons, but a coal transportation demand of 3 tons is still received, then the actual historical coal transportation amount is recorded as 13 tons, that is, there is a shortage of 3 tons, and the corresponding historical coal transportation difference amount is 3 tons.
[0027] The beneficial effects of the above technical solution are: By dividing the remaining historical coal transportation difference amount array, the best historical coal transportation difference amount array, and the insufficient historical coal transportation difference amount array, the present invention provides an analysis basis for discrete analysis, ensuring the analysis efficiency and analysis accuracy of discrete analysis.
[0028] In some embodiments of the present application, when performing discrete analysis on the remaining historical coal transportation difference amount array, the best historical coal transportation difference amount array, and the insufficient historical coal transportation difference amount array, and calculating the historical coal transportation discrete coefficient of the coal transportation point based on the discrete analysis results, it includes: Calculate the average value of the remaining array of the remaining historical coal transportation difference amount array; Determine the minimum remaining historical coal transportation difference amount in the remaining historical coal transportation difference amount array, and determine a first remaining difference amount array based on the minimum remaining historical coal transportation difference amount and the average value of the remaining array; Determine the maximum remaining historical coal transportation difference amount in the remaining historical coal transportation difference amount array, and determine a second remaining difference amount array based on the average value of the remaining array and the maximum remaining historical coal transportation difference amount; Analyze the remaining historical coal transportation difference amounts in the remaining historical coal transportation difference amount array, and determine the number of the first remaining historical coal transportation difference amounts falling into the first remaining difference amount array; Determine the quantity of the second remaining historical coal transportation difference amounts that fall into the second remaining difference amount array; Calculate the average value of the deficiency array of the deficiency historical coal transportation difference amounts; Determine the minimum deficiency historical coal transportation difference amount in the deficiency historical coal transportation difference amount array, and determine the first deficiency difference amount array according to the minimum deficiency historical coal transportation difference amount and the average value of the deficiency array; Determine the maximum remaining deficiency coal transportation difference amount in the deficiency historical coal transportation difference amount array, and determine the second deficiency difference amount array according to the average value of the deficiency array and the maximum deficiency historical coal transportation difference amount; Analyze the deficiency historical coal transportation difference amounts in the deficiency historical coal transportation difference amount array, and determine the quantity of the first deficiency historical coal transportation difference amounts that fall into the first deficiency difference amount array; Determine the quantity of the second deficiency historical coal transportation difference amounts that fall into the second deficiency difference amount array; Count the quantity of the best historical coal transportation difference amounts in the best historical coal transportation difference amount array; Calculate the historical coal transportation dispersion coefficient of the coal transportation point according to the quantity of the first remaining historical coal transportation difference amounts, the quantity of the second remaining historical coal transportation difference amounts, the quantity of the first deficiency historical coal transportation difference amounts, the quantity of the second deficiency historical coal transportation difference amounts, and the quantity of the best historical coal transportation difference amounts.
[0029] In this embodiment, calculate the average value of the historical coal transportation difference amounts in the remaining historical coal transportation difference amount array, and use it as the average value of the remaining array.
[0030] In this embodiment, first determine whether there is an average value of the remaining array in the remaining historical coal transportation difference amount array. If so, determine the first remaining difference amount array according to the minimum remaining historical coal transportation difference amount and the average value of the remaining array, and determine the second remaining difference amount array according to the average value of the remaining array and the maximum remaining historical coal transportation difference amount, where the first remaining difference amount array includes the average value of the remaining array, and the second remaining difference amount array does not include the average value of the remaining array. If not, the first remaining difference amount array does not include the average value of the remaining array, and the second remaining difference amount array does not include the average value of the remaining array.
[0031] In this embodiment, determine the quantity of the first remaining historical coal transportation difference amounts and the quantity of the second remaining historical coal transportation difference amounts according to the above judgment results.
[0032] In this embodiment, the analysis process of the first insufficient difference quantity array and the second insufficient difference quantity array is the same as that of the above-mentioned first remaining difference quantity array and the second remaining difference quantity array, and will not be repeated here.
[0033] The beneficial effects of the above technical solution are as follows: According to the first remaining historical coal transportation difference quantity, the second remaining historical coal transportation difference quantity, the first insufficient historical coal transportation difference quantity, the second insufficient historical coal transportation difference quantity, and the best historical coal transportation difference quantity, the present invention calculates the historical coal transportation dispersion coefficient of the coal transportation point, effectively ensuring the calculation accuracy of the historical coal transportation dispersion coefficient, and at the same time providing a basis for calculating the historical coal transportation comprehensive coefficient in one aspect.
[0034] In some embodiments of the present application, when calculating the historical coal transportation dispersion coefficient of the coal transportation point according to the first remaining historical coal transportation difference quantity, the second remaining historical coal transportation difference quantity, the first insufficient historical coal transportation difference quantity, the second insufficient historical coal transportation difference quantity, and the best historical coal transportation difference quantity, it includes: Calculating the historical coal transportation dispersion coefficient of the coal transportation point according to the following formula: ; ; ; where q is the historical coal transportation dispersion coefficient of the coal transportation point, q1 is the first historical transportation coefficient, q2 is the second historical transportation coefficient, u is the adjustment coefficient. When < 1, then u = 0.9. When = 1, then u = 1.1. When > 1, then u = 1.2. d is the best historical coal transportation difference quantity, w is the number of remaining historical coal transportation differences in the remaining historical coal transportation difference quantity array, r e is the e-th remaining historical coal transportation difference in the remaining historical coal transportation difference quantity array, t1 is the minimum remaining historical coal transportation difference, t2 is the average value of the remaining array, w1 is the first remaining historical coal transportation difference quantity, w2 is the second remaining historical coal transportation difference quantity, y is the calculation coefficient, and its value range is (0.1, 0.5). p is the number of insufficient historical coal transportation differences in the insufficient historical coal transportation difference quantity array, s a is the a-th insufficient historical coal transportation difference in the insufficient historical coal transportation difference quantity array, t3 is the minimum insufficient historical coal transportation difference, t4 is the average value of the insufficient array, p1 is the first insufficient historical coal transportation difference quantity, and p2 is the second insufficient historical coal transportation difference quantity.
[0035] S130: Integrate and analyze all historical coal transportation difference amounts, and calculate the historical coal transportation integration coefficient of the coal transportation point based on the integration analysis result; In some embodiments of the present application, when integrating and analyzing all historical coal transportation difference amounts and calculating the historical coal transportation integration coefficient of the coal transportation point based on the integration analysis result, it includes: Determine the historical actual coal transportation volume curve based on the best coal transportation identification, remaining coal transportation identification, and insufficient coal transportation identification. Among them, fit the historical actual coal transportation volume corresponding to the best coal transportation identification and the remaining coal transportation identification to the first quadrant, and fit the historical actual coal transportation volume corresponding to the insufficient coal transportation identification to the fourth quadrant. The abscissa is the sub-historical data collection time point; Determine the historical coal inventory curve according to all historical coal inventory amounts, where the fitting order of the historical coal inventory amount and the historical actual coal transportation volume corresponds one by one; Sort the historical actual coal transportation volume on the first quadrant by numerical size and number it by numerical size. Among them, the numerical size numbers include f1, f2, f3,..., f g , where g is the number of historical actual coal transportation volumes on the first quadrant; Determine the historical actual coal transportation volume corresponding to the numerical size number f1, and determine the first shortest curve distance from the historical actual coal transportation volume to the historical coal inventory curve; Sort the historical actual coal transportation volume on the fourth quadrant by numerical size and number it by numerical size. Among them, the numerical size numbers include h1, h2, h3,..., h k , where k is the number of historical actual coal transportation volumes on the fourth quadrant; Determine the historical actual coal transportation volume corresponding to the numerical size number h1, and determine the second shortest curve distance from the historical actual coal transportation volume to the historical coal inventory curve; Calculate the average curve distance between the first shortest curve distance and the second shortest curve distance, and use it as a sub-integration analysis factor; Determine a sub-integration analysis factor according to the historical actual coal transportation volumes corresponding to the numerical size numbers f2 and h2; Determine a sub-integration analysis factor according to the historical actual coal transportation volumes corresponding to the numerical size numbers f3 and h3; Calculate iteratively in this way to determine multiple sub-integration analysis factors, and calculate the historical coal transportation integration coefficient of the coal transportation point according to all sub-integration analysis factors.
[0036] In this embodiment, the historical actual coal transportation volume curve is constructed on a rectangular coordinate system, which includes the first quadrant, the second quadrant, the third quadrant, and the fourth quadrant.
[0037] In this embodiment, the historical coal inventory is fitted with the historical actual coal transportation volume one by one. That is to say, for each abscissa, there is first a historical actual coal transportation volume, and second, there is a historical coal inventory corresponding to it. The historical coal inventory corresponds to the historical actual coal transportation volume. Among them, the historical coal inventory curve may be a straight line or not, and it can be constructed according to the actual situation.
[0038] In this embodiment, if there are the same historical actual coal transportation volumes, they can be numbered in a random order. For example, for 8 tons, 8 tons, 8 tons, the first number is f1, the second number is f2, and the third number is f3. The above is shown by way of example, and the numbering can be combined with the actual situation.
[0039] In this embodiment, a sub-integration analysis factor is determined according to the historical actual coal transportation volume corresponding to the numerical size number f4 and the numerical size number h4, and the calculation can be iterated in this way. It should be noted that if there is a single h k or f g , it can be deleted and does not participate in the calculation. The calculation methods of all subsequent sub-integration analysis factors are the same as those of the sub-integration analysis factor corresponding to the numerical size number h1 and the numerical size number f1, and will not be repeated here.
[0040] In this embodiment, according to the above calculation method, multiple sub-integration analysis factors can be calculated.
[0041] The beneficial effects of the above technical solution are as follows: The present invention determines multiple sub-integration analysis factors, and calculates the historical coal transportation integration coefficient of the coal transportation point according to all the sub-integration analysis factors, which can ensure the calculation accuracy of the historical coal transportation integration coefficient, without manual participation, improves the calculation efficiency, and reduces the calculation error.
[0042] In some embodiments of the present application, when calculating the historical coal transportation integration coefficient of the coal transportation point according to all the sub-integration analysis factors, it includes: Calculating the historical coal transportation integration coefficient of the coal transportation point according to the following formula: ; where c is the historical coal transportation integration coefficient of the coal transportation point, n is the number of sub-integration analysis factors, v i is the i-th sub-integration analysis factor, j is the average sub-integration analysis factor corresponding to all sub-integration analysis factors, and n1 is all satisfying The quantity ≥0.1, and b is the variance of all of them.
[0043] S140: Calculate the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation dispersion coefficient and the historical coal transportation integration coefficient; In some embodiments of the present application, when calculating the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation dispersion coefficient and the historical coal transportation integration coefficient, it includes: Assign a first calculation coefficient to the historical coal transportation dispersion coefficient, and assign a second calculation coefficient to the historical coal transportation integration coefficient; Calculate the historical coal transportation comprehensive coefficient of the coal transportation point according to the following formula: ; where L is the historical coal transportation comprehensive coefficient of the coal transportation point, m1 is the first calculation coefficient, m2 is the second calculation coefficient, m1 + m2 = 1, and m1 > m2.
[0044] In this embodiment, preferably, the first calculation coefficient is 0.7 and the second calculation coefficient is 0.3.
[0045] The beneficial effects of the above technical solution are: The present invention assigns a first calculation coefficient to the historical coal transportation dispersion coefficient and a second calculation coefficient to the historical coal transportation integration coefficient, calculates the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation dispersion coefficient and the historical coal transportation integration coefficient. The historical coal transportation comprehensive coefficient can comprehensively reflect the historical coal transportation situation of the coal transportation point, lay a foundation for updating the coal transportation plan, and ensure the accuracy of the update.
[0046] S150: Determine the current coal transportation plan of the coal transportation point, perform daily update and optimization on the current coal transportation plan according to the historical coal transportation comprehensive coefficient to obtain an updated coal transportation plan, and adjust the coal inventory of the coal transportation point based on the updated coal transportation plan.
[0047] In some embodiments of the present application, when performing daily update and optimization on the current coal transportation plan according to the historical coal transportation comprehensive coefficient, it includes: Set a first preset historical coal transportation comprehensive coefficient, a second preset historical coal transportation comprehensive coefficient, and a third preset historical coal transportation comprehensive coefficient; Set a first preset daily update and optimization coefficient, a second preset daily update and optimization coefficient, a third preset daily update and optimization coefficient, and a fourth preset daily update and optimization coefficient; When the historical coal transportation comprehensive coefficient is less than the first preset historical coal transportation comprehensive coefficient, the first preset daily update and optimization coefficient is selected to perform daily update and optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the first preset historical coal transportation comprehensive coefficient and less than the second preset historical coal transportation comprehensive coefficient, the second preset daily update and optimization coefficient is selected to perform daily update and optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the second preset historical coal transportation comprehensive coefficient and less than the third preset historical coal transportation comprehensive coefficient, the third preset daily update and optimization coefficient is selected to perform daily update and optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the third preset historical coal transportation comprehensive coefficient, the fourth preset daily update and optimization coefficient is selected to perform daily update and optimization on the current coal transportation plan.
[0048] In this embodiment, the first preset historical coal transportation comprehensive coefficient is preferably 3, the second preset historical coal transportation comprehensive coefficient is preferably 6, and the third preset historical coal transportation comprehensive coefficient is preferably 9. Specifically, it can also be adjusted according to the actual situation.
[0049] In this embodiment, the first preset daily update and optimization coefficient is preferably 0.85, the second preset daily update and optimization coefficient is preferably 0.95, the third preset daily update and optimization coefficient is preferably 1.15, and the fourth preset daily update and optimization coefficient is preferably 1.25. Specifically, it can also be adjusted according to the actual situation.
[0050] In this embodiment, performing daily update and optimization on the current coal transportation plan according to the preset daily update and optimization coefficient means calculating the product value of the two.
[0051] In this embodiment, if the current coal transportation plan is 10 tons and the selected preset daily update and optimization coefficient is 1.25, then the updated coal transportation plan is 12.5 tons, and finally the coal inventory at the coal transportation point is adjusted to 12.5 tons.
[0052] The beneficial effects of the above technical solution are as follows: According to the relationship between the historical coal transportation comprehensive coefficient, the first preset historical coal transportation comprehensive coefficient, the second preset historical coal transportation comprehensive coefficient, and the third preset historical coal transportation comprehensive coefficient, the present invention selects the corresponding preset daily update optimization coefficient and realizes the daily update optimization of the current coal transportation plan. In actual work, a certain error in the coal inventory can be allowed (that is, it is allowed to exceed the coal inventory by a little or be short of the coal inventory by a little). The present invention can minimize this error, ensure the accuracy and efficiency of the daily update of the coal transportation plan, and is of great significance for ensuring energy supply, optimizing production scheduling, and reducing operating costs.
[0053] In the description of the above embodiments, specific features, structures, materials, or characteristics may be combined in any one or more embodiments or examples in a suitable manner.
[0054] Although the present invention has been described above with reference to the embodiments, various improvements can be made to it and components therein can be replaced with equivalents without departing from the scope of the present invention. In particular, as long as there is no structural conflict, the various features in the embodiments disclosed in the present invention can be combined with each other in any way. The situations of these combinations are not all described in this specification only for the sake of saving space and resources.
[0055] Those of ordinary skill in the art can understand that the above are only the preferred embodiments of the present invention and are not used to limit the present invention. Although the present invention has been described in detail with reference to the foregoing embodiments, for those skilled in the art, they can still modify the technical solutions described in the foregoing embodiments, or perform equivalent replacements for some of the technical features. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principle of the present invention shall be included in the protection scope of the present invention.
Claims
1. A method for updating a coal transportation plan daily, characterized in that: include: Preset a historical data collection time interval, and collect multiple historical coal transportation conditions of the coal transportation point based on the sub-historical data collection time points within the historical data collection time interval, wherein the historical coal transportation conditions include historical coal inventory and historical actual coal transportation volume; Determine multiple historical coal transportation differences according to the historical coal transportation situation, perform discrete analysis on all historical coal transportation differences, and calculate the historical coal transportation discrete coefficient of the coal transportation point based on the discrete analysis result, wherein the historical coal transportation difference is the absolute value of the difference between the historical actual coal transportation volume and the historical coal inventory volume; Performing an integrated analysis on all historical coal transportation differences, and calculating the historical coal transportation integration coefficient of the coal transportation point based on the integrated analysis results; Calculate the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation discrete coefficient and the historical coal transportation integration coefficient; Determine the current coal transportation plan of the coal transportation point, perform daily update and optimization on the current coal transportation plan according to the historical coal transportation comprehensive coefficient to obtain an updated coal transportation plan, and adjust the coal inventory of the coal transportation point based on the updated coal transportation plan.
2. The method for updating the coal transportation plan daily according to claim 1, characterized in that: When determining a plurality of historical coal transportation difference amounts according to the historical coal transportation situation, performing discrete analysis on all the historical coal transportation difference amounts, and calculating the historical coal transportation discrete coefficient of the coal transportation point based on the discrete analysis result, the method includes: Analyze the historical coal transportation situation at each sub-historical data collection time point, and if the actual historical coal transportation volume is less than the historical coal inventory volume, generate a remaining coal transportation mark for the corresponding historical coal transportation difference volume; If the actual historical coal transportation volume is equal to the historical coal inventory volume, then an optimal coal transportation identifier is generated for the corresponding historical coal transportation difference; If the actual historical coal transportation volume is greater than the historical coal inventory volume, an insufficient coal transportation mark is generated for the corresponding historical coal transportation difference; Construct a remaining historical coal transportation difference array according to the historical coal transportation difference corresponding to all remaining coal transportation identifiers; Construct an optimal historical coal transportation difference array according to the historical coal transportation difference corresponding to all optimal coal transportation identifiers; Construct an array of insufficient historical coal transportation difference quantities according to the historical coal transportation difference quantities corresponding to all insufficient coal transportation identifiers; The remaining historical coal transportation difference array, the optimal historical coal transportation difference array and the insufficient historical coal transportation difference array are subjected to discrete analysis, and the historical coal transportation discrete coefficient of the coal transportation point is calculated based on the discrete analysis result.
3. The method for updating the coal transportation plan daily according to claim 2, characterized in that: When performing discrete analysis on the remaining historical coal transportation difference array, the optimal historical coal transportation difference array and the insufficient historical coal transportation difference array, and calculating the historical coal transportation discrete coefficient of the coal transportation point based on the discrete analysis result, it includes: Calculate the remaining array average value of the remaining historical coal transportation difference array; Determine the minimum remaining historical coal transportation difference in the remaining historical coal transportation difference array, and determine a first remaining difference array according to the minimum remaining historical coal transportation difference and the remaining array average value; Determine the maximum remaining historical coal transportation difference in the remaining historical coal transportation difference array, and determine a second remaining difference array according to the remaining array average value and the maximum remaining historical coal transportation difference; Analyze the remaining historical coal transportation difference amounts in the remaining historical coal transportation difference amount array to determine the first remaining historical coal transportation difference amount quantity that falls into the first remaining difference amount array; Determine the second remaining historical coal transportation difference quantity that falls into the second remaining difference quantity array; Calculate the insufficient array average value of the insufficient historical coal transportation difference array; Determine the minimum historical coal shortage difference in the historical coal shortage difference array, and determine a first shortage difference array according to the minimum historical coal shortage difference and the average value of the shortage array; Determine the maximum remaining insufficient coal transportation difference in the insufficient historical coal transportation difference array, and determine a second insufficient difference array according to the insufficient array average value and the maximum insufficient historical coal transportation difference; Analyze the insufficient historical coal transportation difference amounts in the insufficient historical coal transportation difference amount array to determine the number of first insufficient historical coal transportation difference amounts that fall into the first insufficient difference amount array; Determine the second shortage historical coal transportation difference amount that falls into the second shortage difference amount array; Counting the number of best historical coal transportation difference amounts of best historical coal transportation difference amounts in the best historical coal transportation difference amount array; The historical coal transportation discrete coefficient of the coal transportation point is calculated based on the first remaining historical coal transportation difference quantity, the second remaining historical coal transportation difference quantity, the first insufficient historical coal transportation difference quantity, the second insufficient historical coal transportation difference quantity and the optimal historical coal transportation difference quantity.
4. The method for updating the coal transportation plan daily according to claim 3, characterized in that: When calculating the historical coal transportation dispersion coefficient of the coal transportation point according to the first remaining historical coal transportation difference quantity, the second remaining historical coal transportation difference quantity, the first insufficient historical coal transportation difference quantity, the second insufficient historical coal transportation difference quantity and the optimal historical coal transportation difference quantity, the historical coal transportation dispersion coefficient of the coal transportation point is calculated, including: The historical coal transportation dispersion coefficient of the coal transportation point is calculated according to the following formula: ; ; ; Among them, q is the historical coal transportation dispersion coefficient of the coal transportation point, q1 is the first historical transportation coefficient, q2 is the second historical transportation coefficient, and u is the adjustment coefficient. <1, then u=0.9, when =1, then u=1.1, when >1, then u=1.2, d is the optimal historical coal transportation difference quantity, w is the remaining historical coal transportation difference quantity in the remaining historical coal transportation difference quantity array, r e is the e-th remaining historical coal transportation difference in the remaining historical coal transportation difference array, t1 is the minimum remaining historical coal transportation difference, t2 is the remaining array average, w1 is the first remaining historical coal transportation difference, w2 is the second remaining historical coal transportation difference, y is the calculation coefficient, and the value range is (0.1, 0.5), p is the number of insufficient historical coal transportation differences in the insufficient historical coal transportation difference array, s a is the ath insufficient historical coal transportation difference in the insufficient historical coal transportation difference array, t3 is the minimum insufficient historical coal transportation difference, t4 is the average value of the insufficient array, p1 is the first insufficient historical coal transportation difference quantity, and p2 is the second insufficient historical coal transportation difference quantity.
5. The method for updating the coal transportation plan daily according to claim 4, characterized in that: When all historical coal transportation differences are integrated and analyzed, and the historical coal transportation integration coefficient of the coal transportation point is calculated based on the integrated analysis results, it includes: Based on the optimal coal transportation mark, the remaining coal transportation mark and the insufficient coal transportation mark, a historical actual coal transportation volume curve is determined, wherein the historical actual coal transportation volumes corresponding to the optimal coal transportation mark and the remaining coal transportation mark are fitted to the first quadrant, and the historical actual coal transportation volumes corresponding to the insufficient coal transportation mark are fitted to the fourth quadrant, and the horizontal axis is the time points of the sub-historical data collection; Determine a historical coal inventory curve according to all historical coal inventory, wherein the historical coal inventory corresponds to the fitting sequence of the historical actual coal transportation volume one by one; The historical actual coal transportation volume in the first quadrant is numerically sorted and numerically numbered, wherein the numerical numbers include f1, f2, f3, ..., f g , where g is the actual historical coal transportation volume in the first quadrant; Determine the actual historical coal transportation volume corresponding to the numerical value number f1, and determine the first shortest curve distance from the actual historical coal transportation volume to the historical coal inventory curve; The historical actual coal transportation volume in the fourth quadrant is numerically sorted and numerically numbered, wherein the numerical numbers include h1, h2, h3, ..., h k , where k is the actual historical coal transportation volume in the fourth quadrant; Determine the historical actual coal transportation volume corresponding to the numerical value number h1, and determine the second shortest curve distance from the historical actual coal transportation volume to the historical coal inventory curve; Calculating an average curve distance of the first shortest curve distance and the second shortest curve distance, and using the average curve distance as a sub-integration analysis factor; Determine a sub-integration analysis factor according to the historical actual coal transportation volume corresponding to the numerical size number f2 and the numerical size number h2; Determine a sub-integration analysis factor according to the actual historical coal transportation volume corresponding to the numerical size number f3 and the numerical size number h3; By performing this calculation iteration, a plurality of sub-integration analysis factors are determined, and the historical coal transportation integration coefficient of the coal transportation point is calculated based on all the sub-integration analysis factors.
6. The method for updating the coal transportation plan daily according to claim 5, characterized in that: When calculating the historical coal transportation integration coefficient of the coal transportation point according to all sub-integration analysis factors, it includes: The historical coal transportation integration coefficient of the coal transportation point is calculated according to the following formula: ; Where c is the historical coal transportation integration coefficient of the coal transportation point, n is the number of sub-integration analysis factors, and v i is the ith sub-integration analysis factor, j is the average sub-integration analysis factor corresponding to all sub-integration analysis factors, and n1 is the average sub-integration analysis factor corresponding to all Satisfied ≥0.1, b is the number of all The variance of .
7. The method for updating the coal transportation plan daily according to claim 6, characterized in that: When calculating the historical coal transportation comprehensive coefficient of the coal transportation point based on the historical coal transportation discrete coefficient and the historical coal transportation integration coefficient, it includes: Allocating a first calculation coefficient to the historical coal transportation discrete coefficient and allocating a second calculation coefficient to the historical coal transportation integration coefficient; The historical coal transportation comprehensive coefficient of the coal transportation point is calculated according to the following formula: ; Wherein, L is the historical comprehensive coefficient of coal transportation of the coal transportation point, m1 is the first calculation coefficient, m2 is the second calculation coefficient, m1+m2=1, m1>m2.
8. The method for updating the coal transportation plan daily according to claim 1, characterized in that: When the current coal transportation plan is updated and optimized daily according to the historical coal transportation comprehensive coefficient, it includes: Setting a first preset historical coal transportation comprehensive coefficient, a second preset historical coal transportation comprehensive coefficient, and a third preset historical coal transportation comprehensive coefficient; Setting a first preset day update optimization coefficient, a second preset day update optimization coefficient, a third preset day update optimization coefficient, and a fourth preset day update optimization coefficient; When the historical coal transportation comprehensive coefficient is less than the first preset historical coal transportation comprehensive coefficient, the first preset daily update optimization coefficient is selected to perform daily update optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the first preset historical coal transportation comprehensive coefficient, and less than the preset second historical coal transportation comprehensive coefficient, the second preset daily update optimization coefficient is selected to perform daily update optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the second preset historical coal transportation comprehensive coefficient, and less than the third preset historical coal transportation comprehensive coefficient, the third preset daily update optimization coefficient is selected to perform daily update optimization on the current coal transportation plan; When the historical coal transportation comprehensive coefficient is greater than or equal to the third preset historical coal transportation comprehensive coefficient, the fourth preset daily update optimization coefficient is selected to perform daily update optimization on the current coal transportation plan.