1. Introduction
The effective management of urban wastewater systems is a critical aspect of maintaining public health and preserving the environment [
1,
2,
3,
4]. However, one persistent challenge faced by wastewater management systems is rainwater ingress into sewer channels. Rainwater infiltration can overwhelm the system’s capacity, leading to flooding, increased pollution, and compromised infrastructure [
5]. To address this issue, the development of a novel device for rainwater ingress detection in sewer channels has been undertaken. Excessive rainwater infiltrating sewer channels can overload the system, resulting in sanitary sewer overflows and environmental pollution [
6]. Moreover, it places a strain on infrastructure, leading to potential damage and costly repairs. Therefore, the accurate detection and quantification of rainwater ingress are crucial for efficient wastewater management and infrastructure maintenance [
7]. Monitoring and managing the wet circuit in closed channels, such as sewer and stormwater channels, pose significant challenges in today’s world of wastewater management [
8,
9]. There is a need for innovative solutions that enable accurate measurement of the wet circuit in such channels to effectively monitor water flow and identify issues related to rainwater ingress [
10]. In addition to rainwater ingress detection, the device also enables proactive maintenance strategies to mitigate the adverse impacts of rainwater infiltration [
11]. While this research marks a significant advancement in rainwater ingress detection, there are several challenges that need to be addressed [
12,
13,
14]. Ensuring the long-term durability and reliability of the device, seamless integration with existing management systems, and scalability for large-scale implementation are areas that require further investigation [
15,
16,
17,
18]. Future research endeavors may also explore the incorporation of predictive analytics and machine learning algorithms to enhance the device’s capabilities for accurate forecasting and intelligent decision-making [
19,
20,
21]. Timely detection of rainwater ingress allows wastewater management authorities to implement immediate corrective actions, such as targeted cleaning, optimized pump operations, and diversion of excess flows to alternate treatment facilities [
22]. These proactive measures contribute to improving system efficiency, reducing treatment costs, and minimizing the risk of overflows and environmental contamination [
23,
24,
25].
The presence of rainwater in sewer systems can overwhelm the capacity of treatment plants, leading to operational inefficiencies, increased energy consumption, and potential environmental risks [
26,
27,
28,
29]. Traditional methods of rainwater ingress detection often rely on manual inspections, which are time-consuming and labor-intensive [
30]. To address these challenges, the development of a novel device capable of real-time monitoring and proactive maintenance is crucial [
31,
32,
33,
34,
35]. This paper presents the research efforts towards the advancement of rainwater ingress detection in sewer channels through the development of a cutting-edge device. The primary goal of this research was to develop a novel device capable of detecting and quantifying rainwater ingress in sewer channels. The device aimed to provide real-time monitoring and data analysis, facilitating proactive maintenance and optimizing resource allocation in urban wastewater management systems. By accurately identifying rainwater ingress, the device aimed to enhance system performance and mitigate the adverse impacts of rainwater infiltration. Furthermore, this study sought to investigate different casing materials and shapes for measuring the wet circuit in closed channels, with a specific focus on sewage and rainwater channels. The research findings aimed to inform the selection of suitable casing materials and appropriate shapes to ensure precise and reliable measurements of the moisture circuit. The primary objective was to facilitate efficient control of rainwater and sewage systems, thereby enhancing the overall sustainability and robustness of urban infrastructure. This involved optimizing the components of the moisture circuit, which plays a pivotal role in the effective administration of rainwater and sewage.
2. Materials and Methods
2.1. Study object and data for system calibration
The material and methods section of this report focuses on the design and construction of the experimental setup for investigating the moisture circuit in closed channels. The experimental setup was carefully designed to replicate the conditions of closed channels, specifically sewage channels and rainwater. Considerations were made to ensure the setup accurately represented the real-world scenarios encountered in these channels. Various instruments and sensors were integrated into the experimental setup to measure and monitor the moisture circuit. This included sensors to measure humidity, water flow, and moisture levels in the channels. The instrumentation was calibrated and validated to ensure accurate and reliable measurements throughout the experiments. The research setup primarily consisted of the following components:
Supporting structure
Lower chamber for sewage or rainwater
Pump set for transporting sewage or rainwater
Plastic straps
Sewage pipes of various diameters
Mounting brackets for sewage pipes
Power supply system
2.2. Investigation of Material Selection for the Plastic Enclosure of the Measurement Strap
Materials used for constructing the enclosures of the armlet with wet circuit measurement and conducting the tests were selected from various types of plastics, including ABS, Z-ASA, PC/ABS, Z-ULTRAT, Z-HIPS, and PVC. Below, we present the characteristics provided by the manufacturers for each material:
ABS material
As part of the study, the first set of armlet with wet circuit measurement was made from ABS material. Initially, the enclosures for the straps were designed and then 3D printed.
Z-ASA Pro (Acrylonitrile Styrene Acryl) is a stable thermoplastic material for 3D printing, resistant to changing weather conditions and UV radiation. Z-ASA Pro ensures that models will not change color or physical properties even after extensive testing in open spaces. Its high-temperature resistance allows for testing models under direct sunlight without the risk of deformation or discoloration. Z-ASA Pro is also suitable for precise 3D printing of large models due to its low shrinkage and deformation levels. It is obtained through the copolymerization of SAN (Styrene Acrylonitrile) with acrylic rubber.
PC/ABS is a blend of polycarbonate (PC) and ABS (Acrylonitrile Butadiene Styrene) fibers. The filament is impact-resistant, UV-resistant, and can withstand high temperatures. Z-PCABS is also resistant to various chemicals, including salts, acids, and bases. The material is ideal for prototyping, printing specialized tools, and manufacturing final parts. Objects 3D printed with Z-PCABS remain fully functional and durable even with prolonged use. The filament is also suitable for creating enclosures, tools, structural components, and automotive parts exposed to impact and various chemical substances. Depending on the composition, it combines the properties of both materials. It exhibits good hardness, impact resistance (comparable to PC), resistance to creep under static loads, higher thermal resistance than ABS, good electrical insulation, and low moisture absorption. Below are selected parameters of the PC/ABS material.
Z-ULTRAT is a 3D printing filament based on ABS (Acrylonitrile Butadiene Styrene) designed to provide excellent strength and model quality. It is ideal for applications where high quality is a priority, such as functional prototyping, final parts, or consumer products. Z-ULTRAT is resistant to high temperatures and impact, and its exceptional hardness allows for demanding tests. It is available in seven colors. The filament is easily processed chemically and mechanically. This material enables the printing of models with physical properties similar to those produced using injection molds, thereby reducing the costs of low-volume production while maintaining high quality. It is obtained through the polymerization of butadiene and the copolymerization of acrylonitrile with styrene, with simultaneous grafting of the resulting copolymer onto polybutadiene. It is an amorphous material with high impact resistance, hardness, and scratch resistance. However, it lacks resistance to light and UV radiation. It exhibits good insulation properties and satisfactory resistance to alkaline substances, diluted acids, aliphatic hydrocarbons, oils, and fats. However, it is not resistant to acids, esters, and ketones. ABS has a wide processing window, especially regarding temperature profiles. Drying of the material is required for applications with high aesthetic surface requirements.
Below are selected parameters of the ULTRAT material. Composition: ABS (acrylonitrile-butadiene-styrene copolymer) - 90 ~ 100%, PC (polycarbonate) – 0-3%.
Z-HIPS (High Impact Polystyrene) is perfect for printing large models. Its strength allows for mechanical and functional testing. Compared to other polystyrene materials, Z-HIPS has been modified to give models a unique semi-matte finish. The surface quality of prints from this material is comparable to that of components produced using injection molds. With Z-HIPS, it is possible to quickly create prototypes of enclosures and industrial parts without additional post-processing. The material exhibits low shrinkage. It is an amorphous material with good stiffness and surface quality. Depending on the content of butadiene, it can have low or high impact resistance. High-impact types have lower tensile strength and exhibit significantly higher surface matte appearance. Z-HIPS has low moisture absorption, tendency to crack under stress, and susceptibility to electrostatic charging. It has good insulation properties and satisfactory resistance to water, alkaline compounds, diluted inorganic acids, and aqueous solutions of most salts. However, it is sensitive to long-term exposure to atmospheric factors.
2.3. Problem of shrinkage in 3D printing of armlet with wet circuit measurement
3D printing using Fused Deposition Modeling (FDM) technology, also known as Fused Filament Fabrication (FFF) or Layer Plastic Deposition (LPD) in the case of ZORTRAX brand, poses certain challenges. FDM technology was developed by the American-Israeli company Stratasys in 1988, and the patent for this technology expired in 2009, allowing other companies to use and further develop it. FDM is the most commonly used 3D printing technology, which involves extruding heated thermoplastic material through a print head.
One of the issues that can occur during 3D printing, depending on the material used, is material shrinkage. This shrinkage negatively affects the entire process, and typically, the parts where this phenomenon occurs are not suitable for use. The main reason for shrinkage is the cooling of the printed layers, which causes detachment from the print bed and prevents the correct printing of subsequent layers. This results in warped models and deviations from the intended dimensions, particularly in the Z-axis. When this problem arises, it is usually necessary to abort the print. This problem is most commonly encountered with large models printed with ABS. However, using different materials or ABS with additives that minimize or eliminate shrinkage can help mitigate the issue.
In addition, PVC straps in the form of flat bars were tested during the research. PVC is an interesting and relatively inexpensive material that can be used for constructing enclosures for potential armlet with wet circuit measurement in closed channels. The strap enclosure consists of a PVC flat bar with corner brackets attached to its ends. The purpose of these brackets is to provide the necessary pressure for the armlet with wet circuit measurement system against the walls of the sewer pipe. Additionally, silicone cones can be used, which are inserted between the corner brackets to increase the stability of the strap attachment in the sewer pipe. Another interesting material for building measurement straps was found to be thin-walled PVC. This solution is recommended, especially for larger sewer pipe diameters where using 3D-printed straps would be too costly.
2.4. Experimental procedures
To validate the effectiveness and reliability of the developed armlet with wet circuit system in accurately measuring the wet circuit in closed channels, an experimental procedure was conducted. The aim of this procedure was to assess the strap’s performance under controlled conditions and determine its practical suitability. In this article, we will provide a detailed exploration of the experimental process, highlighting the key steps and considerations involved. The experimental setup commenced with the careful selection of a test channel that closely resembled the dimensions of the target closed channels. The material and geometry of the test channel were meticulously chosen to accurately replicate real-world conditions. Subsequently, the armlet with wet circuit measurement system was securely installed within the test channel, following the recommended guidelines provided by the development team. The strap’s width, attachment of measurement electrodes, and any necessary fastening mechanisms were implemented in accordance with the design specifications. Prior to proceeding with the experiments, the armlet with wet circuit measurement system underwent calibration using a reference standard or known flow rates. This calibration step was crucial in ensuring the accuracy and consistency of subsequent measurements.
The experimental procedure involved introducing controlled variations in the flow rate of water or sewage to assess the measurement strap’s capability in accurately measuring the wet circuit. These variations simulated different flow conditions typically encountered in closed channels, including low-flow periods, peak flow events, and transitional flow states. Throughout the experiments, continuous data collection took place from the measurement strap’s sensors or electrodes. These sensors captured essential parameters such as flow rate, water level, and other variables of interest. The data acquisition system employed was capable of capturing high-resolution measurements at predefined intervals. The collected data from the armlet with wet circuit measurement system were then subjected to comparative analysis, wherein they were compared against reference measurements or established standards. Statistical analyses, including error calculations, regression analysis, and correlation assessments, were conducted to evaluate the strap’s accuracy, precision, and reliability in measuring the wet circuit. Based on the comparative analysis, the performance of the measurement strap was comprehensively evaluated, taking into account factors such as measurement accuracy, sensitivity to flow variations, response time, and robustness against environmental factors. These evaluations aimed to determine the strap’s suitability for practical use in closed channels. By conducting this rigorous experimental procedure and thoroughly evaluating the performance of the armlet with wet circuit measurement system, we obtained valuable insights into its effectiveness and reliability in monitoring the wet circuit in closed channels. These findings contribute to advancements in measuring technology, providing more accurate and reliable solutions for monitoring closed channels in real-world scenario.
2.5. Statistical Analysis
The collected data underwent thorough statistical analysis to evaluate the significance of the results and identify potential correlations or patterns. Appropriate statistical tests and techniques were employed to draw reliable conclusions from the experimental findings. Rigorous testing and performance evaluation were conducted to validate the effectiveness of the novel device. The experimental setup, which included simulated rainwater ingress scenarios, was carefully explained. To assess the device’s accuracy, sensitivity, and reliability, specific evaluation metrics were defined. The results obtained from the testing phase were presented and discussed, highlighting the device’s precise detection of rainwater ingress. To ensure the accuracy and reliability of the experimental setup and measurements, comprehensive validation procedures were implemented. Quality control measures, including regular instrument calibration and periodic checks, were undertaken to maintain data integrity and minimize potential errors or biases. Data collection procedures were established to capture relevant measurements during the experiments. This involved setting up data loggers or real-time monitoring systems to record sensor readings. The collected data underwent analysis using appropriate statistical methods and software tools to extract meaningful insights and draw valid conclusions. The experimental procedures were meticulously designed to simulate various scenarios and conditions encountered in closed channels. Variables such as flow rates, channel dimensions, and moisture levels were carefully controlled. The experiments were conducted systematically, following a predetermined protocol, to ensure consistency and repeatability throughout the study. The pipe slope, inclination, flow of water/sewage, and duration of water/sewage flow (time) were analyzed using Spearman correlation and multiple regression techniques with PAST software version 4.23.
5. Conclusions
We have devised a measurement strap, purpose-built to meticulously gauge wet circuits within enclosed conduits, such as sewage or stormwater channels. For trustworthy outcomes, it is imperative that the strap maintains a width of at least 100 mm, facilitating secure attachment of measurement electrodes. The strategic incorporation of a phase on the side facing the flowing water or sewage stream within the strap’s design fosters an uninterrupted flow. For seamless installation sans the need for supplementary tools, the recommendation is to employ a Roman screw with opposing threads to firmly secure the strap within the channel. Alternatively, an expanding mechanism utilizing a fixed regular screw or a silicone cone wedged between the angle brackets of the thin-walled PVC strap can be explored for effortless setup. To streamline the installation of the expanding mechanism within the measurement strap housing, it is prudent to integrate dedicated openings into the strap’s design. The unique configuration of the measurement strap allows collision-free positioning of the measurement electrodes on a flexible PCB. Furthermore, the use of additional straps with snaps guarantees proper fixation of the measurement electrodes. Our conducted analysis has underscored the optimal selection of a material with the highest yield strength and supreme tensile strength at the point of rupture. Consequently, the endorsed material is PC/ABS. The application of these recommendations culminates in the creation of a measurement strap that yields precise and dependable measurements of wet circuits across diverse channel applications. Beyond this, the invention of a groundbreaking rainwater ingress detection apparatus bears significant potential for enhancing urban wastewater management. By accurately identifying and quantifying rainwater ingress within sewer channels, this device empowers proactive maintenance, resource allocation optimization, and heightened system efficiency. Its real-time monitoring, data analysis, and quantification capabilities form the bedrock for well-informed decision-making, effectively mitigating the perils of flooding and environmental contamination arising from rainwater infiltration.
Figure 1.
3D visualization of armlet with wet circuit system , showing a side view.
Figure 1.
3D visualization of armlet with wet circuit system , showing a side view.
Figure 2.
Visualization of the measurement armlet with wet circuit system, showing a front view.
Figure 2.
Visualization of the measurement armlet with wet circuit system, showing a front view.
Figure 3.
a. Angles joined by rivets in armlet with wet circuit system.
Figure 3.
a. Angles joined by rivets in armlet with wet circuit system.
Figure 3.
b. Angles joined by rivets.
Figure 3.
b. Angles joined by rivets.
Figure 4.
Visualization of the strain distribution in armlet with wet circuit measurement system mounted on a pipe with a diameter of 250 mm.
Figure 4.
Visualization of the strain distribution in armlet with wet circuit measurement system mounted on a pipe with a diameter of 250 mm.
Figure 5.
Visualization of the strain distribution in the measurement strap mounted on a pipe with a diameter of 250 mm - view of the angle brackets secured with rivets.
Figure 5.
Visualization of the strain distribution in the measurement strap mounted on a pipe with a diameter of 250 mm - view of the angle brackets secured with rivets.
Figure 6.
Maximum stresses in the metal plates.
Figure 6.
Maximum stresses in the metal plates.
Figure 7.
Maximum stresses in the pipe.
Figure 7.
Maximum stresses in the pipe.
Figure 8.
Spearman correlation for parameters used in PC/ABS. SF (Sewage flow, PI – pipe slope - inclination; TF- time of water/sewage flow.
Figure 8.
Spearman correlation for parameters used in PC/ABS. SF (Sewage flow, PI – pipe slope - inclination; TF- time of water/sewage flow.
Table 1.
Results of sewage flow measurements through the measurement cuff enclosure made of thin-walled PVC (diameter 200 mm).
Table 1.
Results of sewage flow measurements through the measurement cuff enclosure made of thin-walled PVC (diameter 200 mm).
Samples |
Pipe slope - inclination[‰] |
Water/sewage flow [dm3/h] |
Splashing of water/sewage |
Displacement[mm] |
Duration of water/sewage flow [h] |
1 |
0 |
3600 |
low |
0 |
0.5 |
2 |
5 |
3600 |
low |
0 |
0.5 |
3 |
10 |
3600 |
low |
0 |
0.5 |
4 |
20 |
3600 |
low |
0 |
0.5 |
5 |
50 |
3600 |
low |
0 |
0.5 |
6 |
100 |
3600 |
low |
0 |
0.5 |
1 |
0 |
7200 |
low |
0 |
5 |
2 |
5 |
7200 |
low |
0 |
5 |
3 |
10 |
7200 |
low |
0 |
5 |
4 |
20 |
7200 |
low |
0 |
5 |
5 |
50 |
7200 |
low |
0 |
5 |
6 |
100 |
7200 |
low |
0 |
5 |
Table 2.
Results of sewage flow measurements through the measurement cuff enclosure made of ABS ULTRAT (diameter 160 mm).
Table 2.
Results of sewage flow measurements through the measurement cuff enclosure made of ABS ULTRAT (diameter 160 mm).
Samples |
Pipe slope - inclination[‰] |
Water/sewage flow [dm3/h] |
Splashing of water/sewage |
Displacement[mm] |
Duration of water/sewage flow [h] |
1 |
0 |
3600 |
low |
0 |
0.5 |
2 |
5 |
3600 |
low |
0 |
0.5 |
3 |
10 |
3600 |
low |
0 |
0.5 |
4 |
20 |
3600 |
low |
0 |
0.5 |
5 |
50 |
3600 |
low |
0 |
0.5 |
6 |
100 |
3600 |
low |
0 |
0.5 |
1 |
0 |
7200 |
low |
0 |
5 |
2 |
5 |
7200 |
low |
0 |
5 |
3 |
10 |
7200 |
low |
0 |
5 |
4 |
20 |
7200 |
low |
0 |
5 |
5 |
50 |
7200 |
low |
0 |
5 |
6 |
100 |
7200 |
low |
0 |
5 |
Table 3.
Results of sewage flow measurements through the measurement cuff enclosure (thin-walled PCV, outer diameter 315 mm, inner diameter 289 mm).
Table 3.
Results of sewage flow measurements through the measurement cuff enclosure (thin-walled PCV, outer diameter 315 mm, inner diameter 289 mm).
Samples |
Pipe slope - inclination[‰] |
Water/sewage flow [dm3/h] |
Splashing of water/sewage |
Displacement[mm] |
Duration of water/sewage flow [h] |
1 |
0 |
3600 |
low |
0 |
0.5 |
2 |
5 |
3600 |
low |
0 |
0.5 |
3 |
10 |
3600 |
low |
0 |
0.5 |
4 |
20 |
3600 |
low |
0 |
0.5 |
5 |
50 |
3600 |
low |
0 |
0.5 |
6 |
100 |
3600 |
low |
0 |
0.5 |
1 |
0 |
7200 |
low |
0 |
5 |
2 |
5 |
7200 |
low |
0 |
5 |
3 |
10 |
7200 |
low |
0 |
5 |
4 |
20 |
7200 |
low |
0 |
5 |
5 |
50 |
7200 |
low |
0 |
5 |
6 |
100 |
7200 |
low |
0 |
5 |
Table 4.
Results of sewage flow measurements through the measurement cuff enclosure (ASA material, outer diameter 200 mm).
Table 4.
Results of sewage flow measurements through the measurement cuff enclosure (ASA material, outer diameter 200 mm).
Sample |
Pipe slope - inclination[‰] |
Water/sewage flow [dm3/h] |
Splashing of water/sewage |
Displacement[mm] |
Duration of water/sewage flow [h] |
1 |
0 |
3600 |
low |
0 |
0.5 |
2 |
5 |
3600 |
low |
0 |
0.5 |
3 |
10 |
3600 |
low |
0 |
0.5 |
4 |
20 |
3600 |
low |
0 |
0.5 |
5 |
50 |
3600 |
low |
0 |
0.5 |
6 |
100 |
3600 |
low |
0 |
0.5 |
1 |
0 |
7200 |
low |
0 |
5 |
2 |
5 |
7200 |
low |
0 |
5 |
3 |
10 |
7200 |
low |
0 |
5 |
4 |
20 |
7200 |
low |
0 |
5 |
5 |
50 |
7200 |
low |
0 |
5 |
6 |
100 |
7200 |
low |
0 |
5 |
Table 5.
Results of sewage flow measurements through the measurement cuff enclosure (black ABS material, outer diameter 160 mm, non-beveled wall shape).
Table 5.
Results of sewage flow measurements through the measurement cuff enclosure (black ABS material, outer diameter 160 mm, non-beveled wall shape).
Sample |
Pipe slope - inclination[‰] |
Water/sewage flow [dm3/h] |
Splashing of water/sewage |
Displacement[mm] |
Duration of water/sewage flow [h] |
1 |
0 |
3600 |
medium |
0 |
0.5 |
2 |
5 |
3600 |
medium |
0 |
0.5 |
3 |
10 |
3600 |
medium |
0 |
0.5 |
4 |
20 |
3600 |
medium |
0 |
0.5 |
5 |
50 |
3600 |
medium |
0 |
0.5 |
6 |
100 |
3600 |
medium |
0 |
0.5 |
1 |
0 |
7200 |
medium |
0 |
5 |
2 |
5 |
7200 |
medium |
0 |
5 |
3 |
10 |
7200 |
medium |
0 |
5 |
4 |
20 |
7200 |
medium |
0 |
5 |
5 |
50 |
7200 |
medium |
0 |
5 |
6 |
100 |
7200 |
medium |
0 |
5 |
Table 6.
Results of sewage flow measurements through measurement cuff enclosure number 3 (outer diameter 250 mm, inner diameter 230 mm).
Table 6.
Results of sewage flow measurements through measurement cuff enclosure number 3 (outer diameter 250 mm, inner diameter 230 mm).
Lp. |
Pipe slope - inclination[‰] |
Water/sewage flow [dm3/h] |
Splashing of water/sewage |
Displacement[mm] |
Duration of water/sewage flow [h] |
1 |
0 |
3600 |
low |
0 |
0.5 |
2 |
5 |
3600 |
low |
0 |
0.5 |
3 |
10 |
3600 |
low |
0 |
0.5 |
4 |
20 |
3600 |
low |
0 |
0.5 |
5 |
50 |
3600 |
low |
0 |
0.5 |
6 |
100 |
3600 |
low |
0 |
0.5 |
1 |
0 |
7200 |
low |
0 |
5 |
2 |
5 |
7200 |
low |
0 |
5 |
3 |
10 |
7200 |
low |
0 |
5 |
4 |
20 |
7200 |
low |
0 |
5 |
5 |
50 |
7200 |
low |
0 |
5 |
6 |
100 |
7200 |
low |
0 |
5 |