Passenger ropeways are a promising alternative for the development of public transport infrastructure in large cities. However, the construction of ropeways has a rather high cost and requires taking into account a significant number of restrictions associated with the features of the existing urban development and the placement of urban infrastructure. The main objective of this research is to develop optimization models that minimize the total cost of modular intermediate towers of a discretely variable height and a rope system due to the optimal placement and selection of the height of these towers, taking into account the features of the surface topography and urban development. The proposed modular principle for the construction of intermediate towers also enables the cost of construction to be further reduced. As a specific example, the design of a ropeway in the city of Bryansk, which has a complex terrain, is considered. The developed models are conveniently used at the initial stage of the design of the ropeway to compare the cost of various options for the location of the ropeway route in order to reduce the risk of error when choosing the least expensive option. The calculation results can serve as a guide for a preliminary assessment of the number and height of intermediate towers, their installation locations on the ground and the characteristics of the cable system.
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At present, the aerial ropeway is considered as a promising alternative to the development of transport infrastructure in large cities and megacities [1, 2], as well as in territorial clusters (for example, tourist or recreational) [3, 4]. This is due to many significant social, technical and economic advantages of this elevated public transport over traditional types—above-ground (trolleybus, bus, tram) and underground (subway) [5, 6]. For urban and natural territories, the environmental aspect of transportation is very important [7, 8]. Aerial ropeways specifically have very high environmental indicators as they are focused on the use of electric energy, and their construction and operation produce minimal negative impact on the natural terrain. Thus, passenger ropeways have the potential to take a worthy place among other types of modern intelligent transportation systems [9, 10].
However, the maximum realization of the potential benefits of ropeways is possible only together with new innovative designs, in particular, those based on mechatronic movement modules and systems for automatic control of the movement of all rolling stock within the transport network of several lines/routes. Schematic solutions and individual design and logistics developments available in this field are presented [11]. Mobile aerial rope systems placed on wheeled or tracked chassis of high carrying capacity and cross-country are also promising [12]. They solve the problem of rapid deployment of the transport system, even in conditions of unequipped and inaccessible territories.
Of particular importance for scientific research of the problem of introducing passenger aerial ropeways into the transport infrastructure of large cities and territories and its implementation for heterogeneous terrain is the task of rational design of transport lines [11]. Currently, there is sufficient experience in the design and construction of urban aerial ropeways in many countries [13,14,15]. Cited in a number of works, for example, [7, 16, 17], the data on the required amount of financial resources indicate that the construction of ropeways in real urban conditions is a financially costly undertaking. An additional factor that increases the cost of construction is the need to take into account a significant number of restrictions associated with the features of the existing urban development in plan and height. Obviously, the cost of constructing a specific ropeway depends on many factors—on the location of the line, on the ground in the interval between the terminal stations, on the parameters of intermediate tower structures, characteristics of the carrying and traction ropes, etc. [11]. During design, these factors can be manageable within certain limits, thereby managing the cost of ropeway construction. Thus, in modern conditions, the problem of minimizing (optimizing) the cost of ropeway construction is an important practical consideration.
Despite the long-standing need for mathematical methods that enable the designer to solve the problem of optimizing the cost of building passenger ropeways at the design stage, the first studies were only published relatively recently [18, 19]. In [18], as an optimality criterion, it was proposed to use the total cost of intermediate towers, taking into account their total number within the ropeway line and their individual height. In [19], the optimality criterion additionally included the cost of the rope system and foundation structures of intermediate towers. In both papers, it was shown that the optimal choice of the height of the intermediate towers and the tension of the carrying ropes is of paramount importance in managing the cost of constructing a ropeway. These parameters determine the total number and distance between adjacent intermediate towers, as well as the characteristics of the rope system. The above studies were developed in other works by the same authors [20,21,22]. In particular, the restrictions on the objective functions of the optimization problem were clarified, the influence of the quantitative parameters of the terrain profile along the ropeway line on its optimal cost was investigated, the efficiency of mathematical procedures for solving the optimization problem was increased, etc. The statement of the problem of designing passenger ropeway as a problem of technical and economic optimization, proposed in [21], is a promising approach to solving the practically important problem of minimizing the cost of constructing a ropeway without compromising the reliability and energy efficiency of the technical system.
As already noted, the results of technical and economic optimization presented in the works [20, 21] show that the cost of optimal variants of passenger aerial ropeways is significantly influenced by the height of intermediate towers. Therefore, the optimal design of the ropeway along the surface with a heterogeneous terrain using available mathematical optimization methods [23] results in the optimal variant requiring the installation of intermediate towers of individual height. In practice, this is an inconvenient circumstance, as the design and production of intermediate towers in this case require an individual approach. Naturally, it complicates and increases the cost of the processes of their design, technological preparation of production, manufacture and installation. Because the construction of the ropeway requires the construction of a large number of intermediate towers (usually from two to five pieces within 1 km of the ropeway) the problem of unifying the height of intermediate towers remains acute. This unification shall include the use of modular intermediate towers of several standard heights, from the minimum height \(H_
To solve the technical and economic problem of optimal ropeway design with intermediate towers of discretely variable height, it is advisable to develop and to use two optimization mathematical models:
The first mathematical model allows one to estimate the optimal characteristics of the ropeway laid mainly along an approximately horizontal or inclined surface of the terrain with an approximately constant angle of inclination \(\alpha_\) . Due to the constant geometric shape of the terrain, it is enough to consider a relatively small section of the ropeway—a local area \(L_\) between two adjacent intermediate towers of equal height \(H_\) .
The total cost of intermediate towers of a discretely variable height and the cable system of the designed ropeway consists of the cost of end and intermediate towers, foundation structures under the towers, traction and bearing steel ropes, and technological equipment installed on the towers:
$$C = n_The values \(C_ ,\;C_\) included in Eq. (1) must be predetermined for the same type of intermediate towers as a function of their height \(H_\) . The values \(C_ \,,\;C_\) shall also be predetermined for specific grades of steel ropes as a function of their diameter \(d_\) and \(d_\) . To obtain empirical regression dependencies \(C_ (H_ )\,\) , \(C_ (H_ )\) , \(C_ \,(d_ )\) and \(C_ (d_ )\) , the least squares method [24] was used.
Based on the statistical analysis of a large amount of data on the cost of metal intermediate towers of different design and height and the cost of steel ropes for aerial ropeways, the empirical dependencies were suggested (Appendix 1).
The calculation scheme of the mathematical model of the optimization of the installation step for unified intermediate towers of discretely variable height is shown in Fig. 1.
The geometric line of free sagging of the rope between the intermediate towers is a parabola [25, 26]. Depending on the ratio of the top heights of adjacent intermediate towers and the tension of the carrying ropes ( \(S_\) ), three shapes of carrying rope sagging can be observed in the span between adjacent towers. These sagging shapes are shown in Fig. 2. For shape I, the section of the largest sagging of the rope is inside the span between the intermediate towers. For shape II, this section is outside the span, and for shape III, this section coincides with one of the span towers. The implementation of a specific shape of sagging rope is determined by the value of the quantitative criterion \(K_\)
$$K_\(K_ > 1\) implements rope sagging under shape I, \(K_ < 1\) under shape II, and \(K_= 1\) under shape III.
$$v_
The geometric line of the sagging of the carrying rope under shapes II and III can be represented by the dependence:
$$v_In accordance with the equations in “Appendix 2” (for shape I) and “Appendix 3” (for shape II and III), the typical geometric and power parameters of the ropes can be calculated.
The minimum allowable diameter of the carrying rope which ensures its tensile strength is calculated as the largest of the two values:
It is advisable to form a vector of variable parameters from two independent values of the optimization problem. It is convenient to include the height of intermediate towers \(H_\) and the horizontal tension force of the carrying rope \(S_\) . Therefore, the vector of variable parameters is as follows:
Such replacement of variable parameters allows one to simplify the procedure for finding the global minimum of the objective function (1), as when it is implemented with the help of one of the direct optimization methods [23], it is possible to use a direct variation of the height of the intermediate towers \(H_\) with the accepted unification step \(\Delta H_\) . This ensures that in the process of searching for the minimum of the objective function, the desired optimal vector of variable parameters \(\< <\mathbf
Finally, the task of technical and economic optimization of the installation step of intermediate towers of discretely variable height is reduced to the minimization of the objective function (1). Taking into account the Eqs. (29)–(34), the optimization task looks as follows:
In this case, the limitations in the form of inequalities that define the following requirements must be met:
at rope sagging under shapes II and III
at rope sagging under shape I
$$\psi_at rope sagging under shapes II and III
$$\psi_at rope sagging under shape I
$$x_ <2>- \frac> \psi_ Q_> >> >>\cos \left[ <\arctan \left( <\psi_\frac z_ >> >>> \right)> \right] \ge 0$$2>at rope sagging under shapes II and III
$$x_ <2>- \frac> \psi_ Q_> >> >>\cos \left[ - \psi_ \frac z_ >> >>> \right)> \right] \ge 0$$2>at rope sagging under shape I
$$z_ <14>\cos \left[ \frac (z_ - z_ )>> >>> \right)> \right] - x_ \ge 0$$14>at rope sagging under shapes II and III
$$z_ <14>\cos \left[ + \psi_ \frac z_ >> >>> \right)> \right] - x_ \ge 0$$14>To find the minimum of the objective function (11) or (12), taking into account the accepted limitations, one of the direct methods of conditional optimization [23], based on the direct calculation of the value of the objective function \(O(\< <\mathbf
This requires an appropriate correction of the selected traditional optimization method. It is expected that the minimum cost of ropeway line construction, as determined by the calculation of the objective function (1), will also be influenced by the accepted minimum standard height of the unified intermediate towers with minimum height \(H_
The solution of the problem of optimizing the installation step of unified intermediate towers of discretely variable height taking into account the mentioned features of the computational algorithm of the optimization method was implemented in the “Optimization of the ropeway lines with unified towers” software [27].
The construction of this optimization model of the cableway with intermediate towers of a discretely variable height required a substantial adjustment to the mathematical model described earlier in [21]. This was because, in the early model, intermediate towers of arbitrary height were considered, and therefore, during the optimization process, it was not possible to provide the necessary discreteness of the tower heights for the optimal solution. The new model is a logical development of the model for optimizing the height and distance between adjacent intermediate towers considered above. It allows one to additionally determine the optimal number of intermediate towers and their optimal location along the line of the ropeway, taking into account the topography and features of the disposition of the urban infrastructure.
Therefore, the vector of variable parameters of the optimization problem contains the heights and coordinates of the location points of the end and intermediate towers:
When searching for the position of the minimum point of the objective function:
the condition must be met in which the optimization algorithm provides for a constant step in varying the height of all the end and intermediate towers during the entire process of solving the optimization problem.
The task of optimizing the total cost of the intermediate towers and the rope system (28) is a complex mathematical problem. It has a high dimension due to the fact that for a real ropeway with a length of 5–10 km, the number of variable parameters N in the optimized vector \(\< <\mathbf
The authors developed the computer program “Optimization of the ropeway lines with unified towers” [27]. As a mathematical optimization method, a method of the Hooke–Jeeves type [23] was used. Due to the presence of a large number of constraints and variable parameters, the domain of determination of possible solutions to the optimization problem and the objective function \(\left.
The described procedure is performed several times for several arbitrarily set values of the number of intermediate towers along the ropeway line. Comparison of the calculated values of the objective functions \(\left.
To analyze the capabilities of the computer program, design calculations were carried out for promising passenger ropeway lines in the large cities of Rostov-on-Don and Bryansk (Russian Federation). To specify the location and size of the forbidden zones, real maps of these cities were used, and thus the real location of street infrastructure objects and the terrain along the planned lines of ropeways were taken into account. Based on the calculated data, proposals were formulated to develop promising projects for the construction of passenger ropeways in these cities.
Calculations were made for a number of possible variants of the aerial passenger ropeway using the computer program “Optimization of the ropeway lines with unified towers” [27]. They have shown that the technical and economic indicators of the optimal variant of installation of unified intermediate towers depend on the step of unification \(\Delta H_\) , the cost of the tower itself \(C_\) and the foundation structures \(C_\) , the cost of the process equipment \(C_\) and the terrain inclination angle \(\alpha_\) .
Figure 3 shows the optimization results. These include diagrams of height change and the installation step of unified intermediate towers \(H_>>\) for three unification step values \(\Delta H_\) = 2, 4 and 8 m depending on the terrain inclination angle \(\alpha_\) . Structurally, each of these steps can be implemented by means of a special section insert of the corresponding length, attached to the top of the metal structure of the intermediate tower, for example, of the minimum standard height \(H_
Changing the installation step of the unified intermediate towers of discretely variable height \(L_>>\) for the optimal variant of the ropeway line depending on the terrain inclination angle \(\alpha_\) also has a discrete-step character (Fig. 3b). Moving to a larger standard height of the unified intermediate tower necessitates the installation of the towers with a larger step, \(L_>>\) . Its value then begins to decrease monotonously with further increase of the inclination angle \(\alpha_\) until the transition to a new standard height is required.
This synchronicity of changes in the optimal height and spacing of intermediate towers leads to the fact that the optimal cost characteristics of the ropeway line are expressed not by a discretely graded but by a differentiable function. As an example, Fig. 4 shows a diagram of the cost of 1 km of the ropeway line \(C_ (\alpha_ )\) for unified towers with a unification step \(\Delta H_\) = 8 m. As for cost characteristics of intermediate towers and carrying ropes, the cost characteristics of multifaceted steel towers of PGM500 type and two lay steel ropes under to GOST 3079-80 (Russia) given in [11] were considered. The non-monotonic character of the diagram \(C_ (\alpha_ )\) is due to the fact that at small terrain inclination angles, \(\alpha_ \le\) 5°, the sagging curve of carrying ropes for the optimal variant of the ropeway is characterized by shape I. Then, at inclination angles of up to \(\alpha_\) ~ 6…8°, by shape III, and then, by shape II. Analyzing the shape of the diagrams \(H_>> (\alpha_ )\) in Fig. 4, a, it can be expected that for those angle values \(\alpha_\) at which there is the greatest difference in the heights of unified and non-unified towers, there should also be the largest difference in the cost of 1 km of the ropeway line. However, calculations have shown that even with a very large step of unification, \(\Delta H_\) = 8 m, the greatest difference in cost is small: it does not exceed 3%, and increases with the increase in the angle \(\alpha_\) and cost of separate towers.
The use of unified intermediate towers of discretely variable height and the unification step has little effect on the optimal value of the horizontal tension load of the carrying ropes \(S_>>\) . It is mainly determined by the terrain inclination \(\alpha_\) (Fig. 5). Calculations have shown that the deviation of the value \(S_>>\) for non-unified and unified towers within the range of terrain inclination angles \(\alpha_\) from 0 to 60° is less than 0.8%.
Numerical study of the influence of the minimum size of unified intermediate towers, \(H_
The developed optimization mathematical models should be used at the initial stage of designing the lines of aerial passenger ropeways. The analysis of the terrain along the axis of the ropeway allows one to build a height profile for the installation of intermediate towers, to determine the angles of inclination to the horizon of separate sections of this profile and identify the maximum angle \(\alpha_
To clarify the installation location, height and number of intermediate towers, it is advisable to use a mathematical model of ropeway line optimization with unified towers. Minimization of the objective function (28) further improves the economic performance of the ropeway construction.
As an example, we will consider diagrams \(H_>> (\alpha_ )\) and \(L_>> (\alpha_ )\) in Fig. 3, which were obtained for intermediate towers of PGM500 type and two lay steel ropes. The diagram \(H_>> (\alpha_ )\) analysis shows that at \(|\alpha_
The peculiarities of the proposed approach for the design of passenger ropeway were analyzed during the development of the technical proposal for the construction of the ropeway between two large urban areas of Bryansk City, separated by a wide floodplain of the river Desna. This line is part of the overall concept of erecting six passenger ropeway lines which should form a logistically connected urban extra-street transport ropeway system as a whole [11]. Figure 7 shows the terrain along the axis of the designed ropeway line. It consists of seven sections with an approximately constant length gradient. The absolute value of the angle of the terrain \(\left| > \right|\) varies from 0° (Sect. 3) to 36.1° (Sect. 5).
Figure 7 shows line A of the ropeway that reflects the preliminary design arrangement of intermediate towers along the ropeway axis, taking into account the optimal height and step of the unified intermediate towers of discretely variable height. The installation locations and the height of the unified intermediate towers are determined based on the diagrams \(H_>> (\alpha_ )\) and \(L_>> (\alpha_ )\) (Fig. 3). This line includes 16 top and intermediate towers: 10 towers 24 m high (they are installed in Sects. 1 and 3), four towers 26 m high (Sects. 2, 4, 7), one tower 28 m high (border between Sects. 6 and 7) and one tower 30 m high (Sect. 5). The cost of the structures and the ropeway system of line A amounted to US $2.02 million.
The ropeway line B, shown in Fig. 7, is an improved version of line A. The clarification of the installation locations and height of the unified intermediate towers of line A was performed using calculations according to the ropeway optimization model as a whole. Line B includes 14 top and intermediate towers: seven towers 24 m high (they are installed in Sects. 1 and 3 and in the end of Sect. 7), three towers 26 m high (Sects. 2, 4 and 7), one tower 28 m high (at the beginning of Sect. 7) and three towers 30 m high (Sects. 3 and 5). The increase in the number of intermediate towers of 30 m height (three towers instead of one tower) is due to the fact that the calculation of the ropeway line optimization model took into account the restriction prohibiting the installation of an intermediate tower in the riverbed. The application of this restriction is based on the obvious fact that the installation of a tower in the riverbed significantly increases the cost of construction and installation, although it has little effect on the cost of the metal structure of the tower itself. The results of the optimal calculation showed that two additional 30-m-high towers should be installed along the banks of the river and thus extend the span over the river. The cost of the structures and the ropeway system of line B amounted to US $1.89 million.
Thus, additional structure cost minimization for the designed ropeway enabled a reduction of about 6.2%. This results in two conclusions:
The mathematical models developed in this article for determining the basic structural parameters of intermediate towers (height of towers and distances between adjacent towers) can minimize the cost of supporting structures and the cable system of passenger ropeways taking into account the real surface topography. They are universal in nature and can be used in the design of ropeways in any environmental conditions of different countries.
The developed design method for passenger aerial ropeways, based on minimizing the construction cost, can be recommended for use at the initial stage of their design. It is advisable to use the method when analyzing the following design situations:
When analyzing the first design situation, the calculation results allow the designer to make a preliminary assessment of the number and size of intermediate towers, their installation locations on the ground and the characteristics of the rope system. The use of these results in the further development of the revised construction project gives the designer a certain guarantee that the cost of building the ropeway will be close to the minimum possible, based on the quantitative parameters of the terrain and the features of the location of urban infrastructure facilities. The optimal disposition of the intermediate towers also helps to reduce the required volume of building work and materials. When analyzing the second design situation, the results of calculations carried out for each alternative location of the ropeway line can be used to compare these options and select the most favorable option based on the criterion of the minimum construction cost. This reduces the risk of errors when choosing the most favorable option for laying the line of the projected ropeway.
The use of unified intermediate towers of discretely variable height is an effective technological measure that significantly increases the manufacturability of aerial passenger ropeways. This approach allows the designer to implement a modular principle of manufacturing intermediate towers: the arbitrary tower of the ropeway is constructed as a combination of the lower metal structure of standard height type \(H_
The modular approach enables a reduction in the range of building steel structures, as only two structures are actually required—a standard-height metal structure and a modular metal structure as an insert. This increases the efficiency of production preparation, the production itself and the installation of intermediate towers.
The economic effect of using this modular approach is that it makes it easy to implement optimal structural parameters of the ropeway \(H_>> (\alpha_ )\) and \(L_>> (\alpha_ )\) under the conditions of complex heterogeneous elevation of terrain along the axis of the ropeway. A complex terrain requires the installation of intermediate towers with variable step and variable height on ropeway sections depending on the angle \(\alpha_\) of those sections. Optimal design parameters guarantee the minimum cost of construction of aerial passenger ropeways compared to other alternative locations of intermediate towers along the ropeway axis.
Some or all data, models or code generated or used during the study are available from the corresponding author by request.