1. Introduction
Belt conveying systems are highly effective for transporting large quantities of bulk materials over long distances, offering continuous, cost-effective, and energy-efficient solutions [
1]. However, despite their efficiency, belt conveyors contribute significantly to the overall operating costs of mines due to factors such as increasing transport route lengths and rising electricity costs. Consequently, optimizing energy consumption in belt conveying systems has become increasingly important.
Numerous solutions have been proposed in the literature to enhance the efficiency and reliability of belt conveying systems. These solutions are rooted in early studies by Hager and Hintz, which identified the main resistances in belt conveying systems, including indentation rolling resistance (IRR), idler rotating resistance, flexure resistance, and secondary resistances [
2]. While most recent studies align with [
2]’s findings, variations in resistance contributions have been reported depending on system characteristics, with idler rotating resistance varying from 5% to 60% of the total [
3,
4].
Improvements in belt conveying systems range from disruptive technological solutions like rail-running conveyors [
5] to energy-efficient component designs such as rubber bottom covers [
6] and improved idler rollers [
7,
8,
9,
10,
11]. However, existing predictions for evaluating idler rotating resistance often diverge significantly from experimental results [
12], hindering performance optimization. Current models also overlook the influence of grease properties on rolling bearings [
13], labyrinth seals [
14], and lip seals [
15], as detailed in the next section. Furthermore, while some studies have explored the impact of idler roller diameter on indentation rolling resistance [
9,
11], its effect on idler rotating resistance remains unexplored.
In light of these gaps, this research investigates the effect of idler roller diameter on both indentation rolling resistance and idler rotating resistance, aiming to provide insights for optimizing friction losses in conveyor systems.
4. Results
This section presents the experimental results of indentation rolling resistance (IRR) and idler rotating resistance, with a focus on the effect of roller diameter and operating conditions.
4.1. IRR Results
The measured horizontal force during testing comprises the indentation rolling resistance, the rotating resistance of the test idler due to bearings and seals, and belt flexure forces resulting from the belt flexing between the hold-down rollers and measurement roller to simulate a sag ratio of 1%. Direct measurement of the rotating resistance of the test idler roller was conducted during testing, while the forces due to belt flexure were determined using the method described in AS 1334.13 and detailed in [
9]. After removing both force components from the measured horizontal force results, only the indentation rolling resistance force component remained.
Figure 6 illustrates the measured indentation rolling resistance for the four idlers tested at three temperatures, six speeds, and five loads, totaling 360 measurements. Additionally, measurements were repeated twice for all rollers and temperatures at 5 m/s and 8 kN/m, resulting in two additional sets of 12 measurements each. The standard deviation was calculated for each roller diameter and temperature combination, yielding an average value of 1.3 N. This aligns with the statistical analysis presented in [
45], which demonstrated that indentation rolling resistance can be determined with high repeatability and low standard deviations (S < 2 N), making it suitable for validating simulation models.
The measurements reveal that the indentation rolling resistance performance of the tested belt improves with increasing diameter and temperature, and decreasing load and speed, although the effect of speed is minor and more significant at low temperatures. This observation and the IRR values align with both on-site observations and recent research [
45,
46,
47,
48].
It is logical to expect that a reduction in temperature causes the rubber to harden, leading to smaller contact area, and thus a decrease in indentation. However, in reality, the viscoelastic relaxation of the rubber slows with reduced temperature, exacerbating the asymmetry (
Figure 1, ratio
), and magnitude of the pressure distribution. This phenomenon results in higher offset (
d) and magnitude of the equivalent force (
), leading to an increase in rolling resistance. The viscoelastic response of the conveyor belt also depends on the operating speed, and therefore, the effect of speed is temperature-dependent. The experimental data showed that IRR increases with speed at a very low rate (0.1–0.2 N/m/s), with larger rates at lower temperatures.
Increasing idler diameter or reducing the load reduces IRR, albeit through a different mechanism. Increasing idler diameter results in an increase in the contact area, and thus a reduction in the magnitude of contact pressure. Meanwhile, reducing the load leads to a direct reduction in contact pressure. In both cases, the pressure distribution profile () remains the same. Therefore, the reduction in IRR primarily occurs due to a decrease in the magnitude of the equivalent load. Experimental data showed that IRR decreases in a power fashion with idler diameter (≈d−2/3), while it increases with load (≈Load4/3) for usual operating conditions.
The benefits of using large idlers are illustrated in
Figure 7, showing the percentage of savings achieved by using 400 mm idlers compared to 153 mm idlers at all tested temperatures (
). The benefits range from 30% to 70%, with savings of approximately 50% observed under typical operating conditions (5 kN/m and 5 m/s) regardless of the operating temperature. However, it is important to note that at lower loads (≤3 kN/m), where IRR values are low (refer to
Figure 6), the savings exhibit significant fluctuations.
The QC-N model described in
Appendix A was applied and compared to the experimental results. To assess the model’s accuracy,
Figure 8a presents a comparison for idler rollers with diameters of 153 mm and 400 mm, tested at speeds of 4 m/s and 8 m/s, temperatures of 0 °C and 40 °C, and loads ranging from 2 kN/m to 8 kN/m.
Figure 8b displays the measured versus predicted results and residuals for all tests. Consistent with previous findings [
24], the QC-N model demonstrates excellent performance for efficient belts, with a correlation coefficient of R = 0.99 and a mean difference of 0.47%, although a maximum difference of 23.8% was observed at very low speeds. This indicates that the method is suitable for predicting IRR within the tested conditions.
4.2. Rolling Bearing Results
Figure 9a depicts friction torque values as a function of the product of rotational speed, operating viscosity, and mean diameter for three room temperatures, two loads and two seal arrangements, which is typical for evaluating rolling bearings. Meanwhile,
Figure 9b presents a comparison between predictions and measurements, along with the residuals.
In general, similar trends are observed between the predicted (continuous lines) and measured (dots) friction torque values regardless of the operating temperature, speed, load, or seal type. These data yield a correlation coefficient of R = 0.89, a mean difference of 8.7%, and a maximum difference of 83.8%. Both measurements and predictions indicate that friction torque losses increase with the product , load, and contacting seals for the tested operating conditions. This suggests that idler roller efficiency decreases under lower temperatures (resulting in higher viscosity), higher speeds, higher loads, and when using contact seals (RS1).
Figure 9b clearly demonstrates that the friction torque model is not sufficiently sensitive to the product
. This aligns with previous literature suggesting the need for model optimization for specific bearings and operating conditions [
35]. However, experimental data clearly indicate that as rotational speed decreases proportionally with idler roller radius for a given belt speed, larger rollers will operate at lower rotation and therefore be more efficient than standard idlers. Lighter dots, representing low rotational speeds, consistently exhibit lower friction torque values than full-colored dots, representing higher rotational speeds. The highest power consumption in these tests is 15 W, for the rolling bearing 2RS1 operating at 600 rpm and presenting friction losses of 240 Nmm.
To illustrate the benefits of using larger rollers,
Table 3 presents the reduction in friction torque achieved by a 450 mm idler roller compared to a 150 mm one for specific operating conditions. This table also shows the viscosity ratio (k), which indicates the lubrication condition of the rolling bearing. The viscosity ratio is defined as the ratio of the actual lubricant viscosity to the reference viscosity, as detailed in [
28]. It provides a measure of the degree of surface separation, which is equivalent to lubricant specific film thickness, and therefore, directly related to grease life.
The observed force reduction required to keep larger rollers running ranges from 73.5% to 80.6%. However, at low rotational speeds (150 rpm) and high temperatures (40 °C), the specific film thickness (viscosity ratio, k) generated by the lubricating grease MT47, standard for 6305DGBB, is lower than 1 (k = 0.8), indicating that the rolling bearing is operating under boundary lubrication conditions. This explains the slight increase in friction torque from 20 °C to 40 °C with the larger roller. Operations under boundary lubrication conditions should be avoided, as they reduce rolling bearing life. Therefore, larger rollers operating in warm environments, given their lower rotational speed, should use more viscous lubricating greases in their bearings compared to standard rollers.
4.3. Labyrinth Seal Results
Figure 10a presents friction torque values as a function of the product of rotational speed, operating viscosity, and mean diameter.
Figure 10b provides a comparison between predictions and measurements, along with the residuals.
In general, similar trends are observed between the predicted (continuous lines) and measured (dots) friction torque values regardless of operating temperature and speed. The data show a correlation coefficient of R = 0.96, a mean difference of 161%, and a maximum absolute difference of 602%. Both measurements and predictions indicate that friction torque losses increase with the product () for the tested operating conditions. This suggests that idler roller efficiency decreases under lower temperatures (resulting in higher viscosity) and higher speeds.
However,
Figure 10 clearly demonstrates that the Newtonian friction torque model [
12] underestimates the measured values. This occurs because lubricating greases are non-Newtonian fluids that present shear thinning behavior and a limiting shear stress [
14]. This means that at low shear rates, lubricating greases with NLGI 2 consistently present much higher shear stress values in comparison to their base oil (Newtonian), and that difference decreases as shear rate increases, up to the point that it converges to the same values at very high shear rates (
). Therefore, the use of Newtonian models to predict grease-filled labyrinth seals friction losses is only valid at
.
As rotational speed decreases proportionally with idler roller radius for a given belt speed, larger rollers will operate at a lower rotation and therefore are more efficient than standard idlers. This is depicted by lighter dots in
Figure 10a, representing low rotational speeds, which consistently exhibit lower friction torque values than full-colored dots, representing higher rotational speeds. To illustrate the benefits of using larger rollers,
Table 4 presents the reduction in friction torque achieved by a 450 mm idler roller compared to a 150 mm one for the tested operating conditions presented below.
The observed force reduction required to keep larger rollers running ranges from 73.6% to 81.2%. The current model does not provide any insights for grease selection, as it only used its base oil. However, it does show that reducing the shear rate leads to lower friction losses. That can be achieved by increasing the gap between labyrinth seals, or by reducing the radius of the seals, which is more difficult as it is limited by external geometries of shaft and housing.
4.4. Lip Seal Results
Figure 11a presents measured friction torque values (dots) of a radial shaft lip seal as a function of rotational speed for five shaft diameters within the required tolerances (
). The friction torque value obtained from SKF diagram for lip seals [
43] is shown as a black line, and the SKF rolling bearing seal (RS1) friction torque model is presented as a grey line (
Appendix B, Equation (
A15)).
Figure 11b provides a comparison between SKF lip seal friction torque predictions and measurements, along with the residuals.
The increase in contact pressure due to shaft diameter variance within its tolerances leads to a maximum torque loss variation of 606%. Such variation clearly indicates the significant impact of contact pressure on lip seal friction losses. In the same figure, the predictions using the SKF friction torque model for lip seals are presented. The predicted values are conservative, leading to similar results as the measured ones for a shaft diameter of 30.08 mm. In contrast, the SKF friction torque model for the springless contact seal (RS1) presents lower values, between those observed for shaft diameters of 29.81 mm and 29.88 mm. The RS1 friction torque model accuracy was verified by testing rolling bearings with one and two RS1 seals, presenting maximum differences of 10%. As mentioned in
Section 2.2.3, idler rollers might contain radial shaft lip seals and grease seals (without spring loading). Radial lip seals in contact with the shaft are expected to lead to much higher friction losses compared to springless lip seals.
The measured and predicted values present the same trends concerning speed. For the tested operating conditions (low tangential speeds of 0.4 to 1.2 m/s), the friction losses of lip seals are independent of speed. Therefore, no differences are expected between large and standard rollers regarding lip seal friction torque. However, due to the larger roller diameter, the friction force required to overcome the torque will decrease proportionally to the idler diameter. A closer look at the lip seal friction torque model presented in
Appendix B also shows that the friction losses are independent of temperature or the load applied on the roller. Therefore, a rough estimation of the friction losses of radial shaft lip seals and RS1 lip seals can be performed using the diagram provided in [
43] and Equation (
A15), respectively. Once more, due to the wide range of lip seal designs and configurations used by various manufacturers, and the sensitivity of the friction losses to contact pressure, these equations should only be considered rough approximations.
5. Discussion on Measured and Predicted Values
Except for IRR, the current predictive models used to estimate the friction losses for idler rollers [
3,
7,
8,
12] did not perform well, showing differences up to 83.8% for rolling bearings and up to 602% for labyrinth seals, and could not easily assess lip seals, as they depend on lip seal geometry, material and contact pressure, which are not standardized for idler rollers. Therefore, estimating rotating resistance from these models might lead to significant inaccuracy. This clearly indicates the need to further develop the current models used to predict rim drag losses. Although such development is not in the scope of this paper, a numerical optimization of the SKF friction torque model and an optimization of a non-Newtonian model for the labyrinth seals used in idler rollers were performed. The optimization is detailed in Appendices
Appendix B and
Appendix C. The SKF friction torque model optimization followed the procedure previously applied by several researchers [
35,
49], in which model constants were adjusted to fit the experimental data. In this case, the rolling torque component (
) was adjusted from
to
to accelerate the rate of torque increase as a function of
. The optimized model clearly indicates that the use of lubricating greases with low base oil viscosity will lead to lower friction torque values at the tested operating conditions, although the viscosity should be big enough to prevent a boundary lubrication regime (
), as it significantly reduces bearing life [
50]. Additionally, Equation (
A13) also shows that the reduction in the EHL friction coefficient (
) increases rolling bearing efficiency. This is achieved by using lubricating greases formulated with ester or polyalphaolephin base oils instead of mineral base oil [
34]. Therefore, selecting a lubricating grease viscosity yielding a viscosity ratio
k higher than 1, formulated with ester or PAO base oil, will ensure durability with low friction losses.
The labyrinth seal friction torque model developed by [
14] was used with the grease rheological parameters (
) optimized to fit the experimental results. Although rheological measurements could not be performed with the tested grease, the obtained values are within the ones reported for NLGI 2 greases [
15] (see
Appendix C), indicating the need to use non-Newtonian models to properly predict labyrinth seal friction losses. A closer look at this model clearly indicated that labyrinth seals’ efficiency can be improved by using lubricating greases with a low flow index (
n) and low limiting shear stress (
). This occurs because non-Newtonian fluids (
) exhibit viscosity variations that follow the power of
in relation to shear rate (
), resulting in decreased viscosity as shear rate increases. As a result, the viscous torque increases at a slower rate since viscosity diminishes with higher rotational speeds. When it comes to labyrinth geometry, from a friction loss perspective only, the efficiency increases by reducing labyrinth radius and increasing the gap, which lead to low shear rates
and consequently lower shear stress and lower friction torque.
Finally, the lip seal friction torque losses will be considered constant as a function of throughput (load per idler roll), belt speed (idler roller rotational speed), and temperature, varying only with material type and counterface diameter, as shown for radial shaft lip seals [
43], and Equation (
A15) for springless lip seals, and as verified in our experiments.
Such optimizations allow for the prediction of rim drag and IRR friction losses under different operating conditions than those tested, overcoming the limitations of the experiments, such as the low loads (in comparison to field use) used to evaluate rolling bearing friction losses. Additionally, it allows the integration of IRR and rim drag to perform studies with different conveyor belt settings and visualize the separate impact of each component on the total losses of the system under different operating conditions, in particular the effect of idler roller diameter.
The optimized models were applied and compared to the measured data, as shown in
Figure 12. The rolling bearing and labyrinth seal optimized friction torque models presented a correlation factor of R = 0.95 and R = 0.98, respectively.
5.1. Implications for Conveyor Design
To demonstrate the impact of idler diameter and operating conditions on total friction losses for the center roller (as wing roller operating conditions were not tested), the sum of indentation rolling resistance and rim drag losses, along with their individual contributions, is presented in
Table 5. The table also illustrates the predicted benefits of using a larger roller (500 mm) compared to a standard roller (150 mm) by showing the difference in friction resistance values in the last column. Each row represents the friction losses of a specific combination at a specific temperature. The calculations were performed using the same conveyor belt, rolling bearings, labyrinth seals, and lubricants detailed in
Table 1 and
Table 2. The setup includes two springless lip seals in contact with the grease-filled labyrinth seal at its internal and external diameters to prevent grease leakage. These seals were modeled using Equation (
A15).
The total force required to keep idlers rotating shows a similar trend regardless of temperature or diameter. The highest friction resistance occurs at high loads, high speeds, and low temperatures, while the lowest occurs at low loads, low speeds, and high temperatures. By increasing the idler diameter from 150 mm to 500 mm, reductions from 8.3 N (2.1×) to 28.6 N (4.0×) at 10 °C and from 5.6 N (1.8×) to 16.8 N (2.6×) at 40 °C are expected within the calculated operating conditions. An analysis of each component shows that most of the absolute benefits (force in N) come from the indentation rolling resistance with reductions ranging from 0.8 N to 11.5 N at 10 °C and from 0.6 N to 7.8 N at 40 °C. This is followed by the labyrinth seals, with reductions ranging from 3.4 N to 8.7 N at 10 °C and from 1.1 N to 4.0 N at 40 °C, and by rolling bearings, with reductions ranging from 1.3 N to 5.6 N at 10 °C and from 1.1 N to 2.2 N at 40 °C. Finally, lip seals present a reduction of 1.1 N.
Table 5 also clearly shows the effect of operating conditions. In general terms, IRR is mostly affected by load and temperature, rolling bearings are similarly affected by load, speed, and temperature, and labyrinth seals are affected only by speed and temperature. As a consequence, whatever the temperature or idler diameter, IRR losses become predominant at high loads, while rim drag losses, which are the sum of rolling bearings, labyrinth seals, and lip seals, are predominant at low loads.
These calculations assume grease leakage does not occur and lip seal wear is minor, so it does not affect the friction losses. This situation is representative of the early usage of idler rollers but might not be representative of most of the idler rollers’ lifespan. Opasiak measured the rotating resistance of 10 idler rollers as new and after one, two, and three years of use in a hard coal mine [
51]. The rotational resistance consistently reduced over time, presenting an average reduction of 45% (from 3.1 N to 1.7 N) after three years of use. Although Opasiak et al. did not discuss the reason for this reduction, it can be inferred that it comes from grease leakage in the labyrinth seals, as previously discussed by [
37,
39], and the reduction in the contact pressure of lip seals due to wear [
52]. Rolling bearing friction torque is expected to be higher in the first hours of operation due to grease accommodation and surface smoothing. However, after a few hours or days, the friction torque stabilizes and should not change much over time. Possible changes due to grease aging might lead to either a reduction or an increase in friction torque depending on the aging intensity [
13]. In fact, no publications could be found comparing measurements of friction torque over long periods or for new and used rolling bearings. However, rolling bearing monitoring techniques show stable temperatures over years, indicating the rolling bearing friction torque does not change significantly over time. Therefore, it is likely that only the friction losses from labyrinth seals and lip seals are significantly reduced over time. To the interested reader, the influence of bearing clearance and provider, not discussed in this work, were reported in [
10], showing that rim drag friction losses in conveying systems were reduced when using rolling bearings with C4 clearance instead of C3.
6. Simplified Case Study
Some case studies based on the conveying systems described in [
53] are presented to allow for comparison. The parameters of these case studies are given in
Table 6, with the predicted installed power breakdown for such systems presented in
Figure 13, based on installed idler diameter. The following simplifications and assumptions were made to perform the calculation: (i) all systems are considered flat to observe the direct benefit of IRR and for consistency with [
2]; (ii) all systems operate with the same belt, with bottom cover thickness and properties as described in
Section 5.1, and a belt mass of 81 kg/m; (iii) a three-idler trough is used for the carry side; (iv) a two-idler trough is used for the return side; (v) return idler spacing is twice the carrying idler spacing; (vi) the system operates at an ambient temperature of 20 ºC; (vii) rolling bearings, seals, and lubricants are as described in
Section 5.1; (viii) secondary resistances are given by ISO5048 [
54] and are based solely on the length of the system, equal to 2.5% for a conveyor more than 1.5 km long; (ix) flexure resistance is considered as one-third of the total indentation rolling resistance calculated for the 150 mm roller for consistency with Hager’s observation [
2]. This assumption is based on the fact that flexure resistance is barely affected by idler diameter, being mostly dependent on the physical and flow properties of the bulk material being conveyed, belt viscoelastic properties, and idler spacing.
Overall, the use of larger-diameter idler rollers can lead to substantial energy savings, ranging from 40% to 55% in the studied cases. The absolute savings (kW) come mostly from IRR, as its share of the total losses is the highest, at approximately 41%.
It is also relevant to observe that the early predictions of of Hager [
2], where IRR represented about 60% of total friction losses in overland conveying systems, were not observed for any of the systems presented below, with mean values of 41%. Several reasons can justify such differences. As presented in the previous section, the calculations do not take into account grease leakage from labyrinth seals and lip seal pressure reduction due to wear. In fact, if labyrinth seal losses alone were not considered, the average IRR would represent 58% of total losses. Additionally, IRR can vary up to 200% depending on the bottom cover’s viscoelastic properties [
24]. All tests were performed with a conveyor belt with a high-efficiency bottom cover.
These findings suggest that upgrading to larger-diameter idler rollers can be a practical and effective solution for industries seeking to improve their energy efficiency. Furthermore, the use of larger idlers also permits other design changes to be incorporated. A key consideration when selecting idler diameter and spacing is the contact stresses on the bottom cover of the belt. The use of a larger idler reduces these stresses and therefore permits idler spacings to be increased accordingly. From
Figure 6, it can be seen that the IRR varies with load exponentially (≈
). While increasing the idler span for a given idler diameter will not directly reduce IRR, it will reduce other drag forces like rim drag through a reduction in the gross number of idler sets, which also leads to a reduction in roller replacement. Finally, due to their larger perimeter, lower rotational speed, and lower contact pressure, larger idlers are expected to wear less than standard rollers over the same operational period.
Increasing the span between idler stations containing larger-diameter rollers can enable the optimization of changes to roller rotating mass and inertia within the system. The impact on the dynamic response of the belt due to the span increase also needs further consideration.
It is noteworthy that the costing implications of upgrading to larger-diameter idler rollers cannot be determined solely based on the optimization of energy efficiency. A more detailed optimization process, considering factors such as spacing, wear, and other parameters, would be necessary to accurately assess the costing implications of such an upgrade.
Given idler roller mass constraints and the available materials of construction, there will be a trade-off between increasing roller diameters and increased spans for the best efficiency versus the material strengths and weights for roller components such as shells, end caps, bearings, and shafts. Shell wall thickness, abrasion design allowances, and component design life expectations will also have a major bearing on the practical limits for roller diameters. Additionally, larger rollers introduce greater inertia, which affects startup dynamics and related phenomena [
55], necessitating further studies.
7. Conclusions
The study presented in this paper highlights the energy efficiency benefits of using larger-diameter idler rollers in belt conveying systems through experiments and predictions. The results demonstrate the following key points:
Indentation Rolling Resistance:
IRR decreases as the idler diameter increases, following an exponential relationship of for usual overland operating conditions;
IRR decreases as the load decreases, following an exponential relationship of for usual overland operating conditions;
Higher temperatures can lead to a decrease in IRR due to the ability of the rubber compound to relax faster, depending on the belt bottom cover’s viscoelastic properties;
IRR increases with speed at a very low rate (0.1–0.2 N/m/s), with a higher rate at lower temperatures, as it also depends on the belt bottom cover’s viscoelastic properties;
Increasing the idler diameter from 152.4 mm to 400 mm can lead to a significant reduction in IRR, up to 50%, due to the reduced contact stresses.
Rim Drag Resistance:
Labyrinth seals presented the highest contribution to the rim drag, followed by the rolling bearings and lip seals. This ranking is highly dependent on grease properties;
Labyrinth seals’ friction losses can be reduced by selecting lubricating greases with low flow index (n), low limiting shear stress (), and low base oil viscosity (), or by reducing the labyrinth radius and increasing its gap ;
Rolling bearings’ friction losses can be reduced by selecting lubricating greases formulated with synthetic base oils (), and a base oil viscosity that leads to a viscosity ratio of ;
Lip seal friction losses were shown to be independent of the operation, being a function of material, geometry, and assembly load;
Increasing the idler diameter from 152.4 mm to 400 mm can lead to a significant reduction in rim drag force losses, of up to 80%, due to the reduced rotational speed and increased lever arm. This benefit assumes the use of the same sealing package design and rolling bearings. This is feasible because rolling bearing selection depends on load, which is influenced by the idler span rather than the roller diameter.
Predictive models:
The QC-N analytical model provides a good prediction of the impact of idler diameter on indentation rolling resistance compared to experimental data under the temperature and operating conditions considered;
The models used to predict rolling bearing and grease-filled labyrinth seal friction losses in idler rollers were outdated, showing differences of up to 3× and 6× compared to experimental measurements, respectively;
Updated models were applied and optimized for the measured data, allowing the assessment of the individual contributions of each component to the friction losses under a broad range of operating conditions;
IRR contribution can be as low as 10% in applications with low load per belt width, while for high loads, values around 50% to 60% are observed;
Lip seals can be roughly estimated using Equation (
A15), which serve as a guide to estimate the resistances.
These findings suggest that upgrading to larger-diameter idler rollers is a practical and effective solution for improving energy efficiency in conveying systems. Additionally, the use of larger idlers allows for other design changes, such as increased idler spacing, which further enhances system efficiency.