3.1. Parameters Deviation from Class I
Table 4 presents the deviations from Class I Water Quality Standards at the Pančevo hydrological station for the period 2011–2015 and at the Jaša Tomić hydrological station for the periods 2011–2016 and 2018–2022. It should be noted that, due to the cessation of data collection at the Pančevo station in 2015, the results for this location cover only the first period. Additionally, dissolved metal measurements were unavailable or incomplete for certain years, thus excluded from parts of the analysis.
The results at the Pančevo hydrological station for the period 2011–2015 show that the dissolved oxygen (DO) ratios ranged from 1.013 to 1.175. The dissolved oxygen ratios at the Jaša Tomić hydrological station ranged from 1.175 to 1.355, relative to the Class I standard. These increased levels indicate supersaturation in the water, which is generally not harmful to the water quality or to aquatic organisms.
The oxygen saturation (OS) ratios ranged from 0.891 to 1.022 at the Pančevo hydrological station and from 0.912 to 1.071 at the Jaša Tomić hydrological station, indicating that oxygen levels fluctuated near optimal conditions. Although slightly lower oxygen saturation values were observed occasionally, they remained close to the optimal range.
The pH ratios were consistently between 0.929 and 0.941 at the Pančevo hydrological station and between 0.902 and 0.941 at the Jaša Tomić hydrological station throughout the examined years, indicating that the water acidity levels remained stable and well within the Class I water quality standards. This stability suggests a balanced aquatic environment without significant acidic or alkaline fluctuations, which is essential for the health of diverse aquatic species.
Suspended solids (SS) ratios at the Pančevo hydrological station varied between 0.604 and 1.300, with exceedances in 2014 (1.128) and 2015 (1.300). The increased levels may have reduced water clarity, affecting photosynthesis by limiting light penetration and potentially degrading habitat quality for aquatic organisms by smothering benthic habitats [
58]. Similarly, SS ratios at the Jaša Tomić hydrological station varied between 0.808 and 2.107, with notable deviations in 2013 (1.953), 2014 (2.107), and 2018 (1.852), which likely resulted from increased soil erosion, runoff, or anthropogenic activities upstream.
The ratios for biological oxygen demand (BOD) ranged from 0.820 to 1.055 at the Pančevo hydrological station. A slight increase was observed in 2015, when the ratio peaked at 1.055, slightly surpassing the Class I standard. This increase indicates that the amount of biodegradable organic matter in the water was occasionally high enough to cause minor oxygen depletion. BOD ratios at the Jaša Tomić hydrological station ranged from 0.625 to 0.922, remaining within the Class I water quality standards throughout the studied periods, indicating no significant risk of oxygen depletion.
Chemical oxygen demand (CODMn) values ranged from 0.800 to 1.300 at the Pančevo hydrological station, with some years surpassing the Class I thresholds. Elevated CODMn levels indicate the presence of oxidizable organic and inorganic substances, indicating potential sources such as industrial effluents or urban runoff. The CODMn ratios were between 0.328 and 0.575 at the Jaša Tomić hydrological station, remaining within the Class I standards. This indicates that the levels of oxidizable compounds were low and chemical pollutants were not a significant concern during the analyzed period.
Nitrite (NO
2−) ratios were consistently high, ranging from 1.600 to 1.900 at the Pančevo hydrological station and from 1.000 to 2.000 at the Jaša Tomić hydrological station, significantly exceeding the Class I standards throughout the studied period. These elevated nitrite levels signal substantial nitrogen pollution, raising concerns since nitrites can be toxic to aquatic life even at low concentrations. The likely sources include agricultural runoff rich in fertilizers and inadequate sewage treatment [
59], emphasizing the need for improved nutrient management in the region. According to the Ministry of Agriculture, Forestry and Water Management of the Republic of Serbia [
60], there is currently no organized collection of data on pesticide use, nor an appropriate database that records the quantities of chemical agents used on different crops. Water bodies at significant potential risk of pesticide pollution are predominantly located in Vojvodina, northern Serbia. Therefore, further research and improvements in monitoring and analysis regarding the chemical use are necessary to accurately assess the actual impact from hazardous substances from agriculture.
Ammonium (NH
4+) ratios fluctuated between 0.890 and 1.330 at the Pančevo hydrological station. Notably, in 2011 (1.330), 2013 (1.180), 2014 (1.250), and 2015 (1.140), the ratios exceeded the Class I standard. At the Jaša Tomić hydrological station, ammonium ratios varied between 0.400 and 2.800, with significant deviations recorded in 2012 (2.800) and 2022 (2.000). Increased ammonium concentrations can be detrimental, as ammonium is toxic to fish and invertebrates at higher levels, affecting their growth, reproduction, and survival. These findings highlight potential issues with wastewater discharge and agricultural practices leading to ammonia pollution [
61]. Decomposition of organic matter could also cause increased ammonium concentrations.
Orthophosphate (PO
43−) ratios were significantly above the Class I standards during the entire period, ranging from 3.800 to 5.300 at the Pančevo hydrological station and from 1.000 to 2.500 at the Jaša Tomić hydrological station. Such high concentrations indicate considerable phosphorus pollution, likely from agricultural fertilizers, detergents, and sewage effluent. According to Biliani et al. [
62] increased orthophosphates promote excessive algal growth, leading to eutrophication, which degrades water quality by causing oxygen depletion and harming aquatic life.
Sulphate (SO42−) ratios were mostly within standards, except in 2011 at the Pančevo hydrological station, when the ratio peaked at 1.326, surpassing the Class I limit. This peak suggests a possible influx of sulphate-rich effluents during that year, necessitating investigation into industrial discharges, agricultural runoff, or natural sources. Sulphate ratios ranged from 0.715 to 1.442 at the Jaša Tomić hydrological station, with a deviation in 2012 (1.442) exceeding the standard.
The analysis of metal concentrations at the Pančevo hydrological station from 2011 to 2015 reveals that metal pollution was not a significant concern during this period, with all measured metals remaining within Class I water quality standards. However, the absence of data for 2013 underscores the need for continuous monitoring. Slight increases in certain metals, such as nickel, lead, and cadmium, highlight the importance of ongoing attention to maintain the river’s health and prevent future contamination. At the Jaša Tomić hydrological station, notable deviations from Class I standards were recorded for dissolved metals. Iron (Fe) ratios ranged from 0.177 to 2.000, with a notable deviation in 2018 (2.000) exceeding the Class I standard. Possible sources include natural geological leaching, industrial discharges, or mining activities upstream. Manganese (Mn) ratios were between 0.420 and 1.680, with deviations in 2011 (1.680) exceeding the standards. Nickel (Ni) ratios were notably elevated in 2019 (1.745), exceeding the class I standard. The elevated levels indicate possible industrial influence or contamination from urban runoff.
Total coliform (TC) ratios at the Pančevo hydrological station ranged from 1.340 to an alarming 149,500 in 2015. The mean annual concentration of total coliforms in 2015 was 747,500 CFU/100 mL vastly exceeding Class I standards. This substantial increase indicates severe fecal contamination, posing significant health risks for human contact and signaling potential outbreaks of pathogenic organisms. Contamination can stem from untreated sewage discharge, septic system failures, or runoff from livestock areas. The extraordinarily high level of coliforms necessitates urgent attention and remediation efforts. Total coliform ratios at the Jaša Tomić hydrological station varied from 0.250 to 13.333, with elevated levels in 2014 (13.333) and 2021 (3.895) exceeding the Class I standards.
The data from the Pančevo Hydrological Station between 2011 and 2015 highlight several concerning deviations from Class I water quality standards. Parameters such as nitrites, ammonium, orthophosphates, suspended solids, BOD, sulphates, and total coliforms exceeded acceptable levels in various years, suggesting significant pollution from agricultural runoff, inadequate wastewater treatment, and possibly industrial activities.
Based on the comparative analysis of the results from both hydrological stations, we can conclude that both stations exhibited high levels of nitrites and orthophosphates, with Pančevo showing higher concentrations of orthophosphates. Pančevo also displayed significantly higher levels of total coliforms, particularly in 2015. Regarding heavy metals, Jaša Tomić exhibited significant deviations in iron, manganese, and nickel. Analyses have shown that Pančevo had fewer deviations concerning heavy metals. Suspended solids were higher at the Jaša Tomić station, indicating upstream erosion or construction activities.
The data reveal that both hydrological stations deviate from Class I water quality standards, albeit with different predominant pollutants. Pančevo exhibited elevated nutrients and microbial pollution with likely sources including urban runoff, inadequate wastewater treatment, and agricultural activities. Agriculture land use includes poultry and pig farms, cultivation of cereals, legumes, and oilseeds. Besides agriculture, industrial activities (petrochemical industry, oil refinery, nitrogen fertilizer production) also contribute to water quality impairment. Regional landfill also affects water quality [
49]. Jaša Tomić had elevated levels of suspended solids, heavy metals, and nutrients. Probable sources are soil erosion, industrial discharges, and agricultural practices.
3.2. Seasonal Analysis
By comparing seasonal data to Class I water quality standards, the analysis highlights temporal fluctuations influenced by natural and anthropogenic factors. Spring was analyzed based on the mean values of parameters measured in March, April, and May; summer as the mean of June, July, and August; autumn as the mean of September, October, and November; and winter as the mean of December, January, and February. These seasonal analyses provide insights into temporal variations across spring, summer, autumn, and winter, offering a detailed evaluation of how water quality fluctuates throughout the year in relation to regulatory standards. By analyzing the ratio of mean annual and seasonal concentrations, the parameters that exceed the acceptable limits are addressed, providing a comprehensive assessment of the river’s water quality over the studied periods. Understanding seasonal dynamics is crucial for water resource management, as it reveals patterns that inform mitigation strategies and environmental protection measures.
During the spring, water quality at both Jaša Tomić and Pančevo stations generally aligns with Class I standards, with minor seasonal fluctuations. Dissolved oxygen levels at the Jaša Tomić hydrological station consistently exceed thresholds (greater than 1.10), driven by increased photosynthesis and algal activity. The pH remains neutral, reflecting balanced aquatic systems, while suspended solids exhibit moderate variability linked to spring runoff and sediment transport. Nutrient concentrations, such as nitrites, ammonium, and orthophosphates, show slight increases due to agricultural runoff but remain within the acceptable limits. Overall, spring highlights balanced conditions at both stations, with minimal anthropogenic impacts (
Table 5).
Summer introduces notable changes at both stations, with elevated temperatures and intensified biological activity. Dissolved oxygen levels decline at both Jaša Tomić and Pančevo hydrological stations, with ratios slightly below Class I thresholds (for example, ranging from 0.67 to 0.92 at Pančevo). Nutrient levels, especially nitrates and phosphates, increase, reflecting eutrophication risks. At Pančevo, orthophosphates reach consistently high ratios, from 4.95 to 6.05. Manganese concentrations also rise, exceeding regulatory thresholds at Pančevo (up to 1.96 in 2015). Despite increased pressures, key parameters like suspended solids and organic pollutants remain relatively stable at both stations. Summer conditions emphasize the need for careful monitoring of nutrients and metals (
Table 6).
In autumn, water quality stabilizes at both stations as temperatures drop. Dissolved oxygen ratios improve at the Jaša Tomić (approximately 1.30) and Pančevo hydrological stations (ranging from 1.17 to 1.44), reflecting cooler conditions and reduced biological activity. Nutrient levels, particularly ammonium and orthophosphates, show increases due to organic matter degradation and runoff, with Pančevo exhibiting peaks (ammonium reaching 2.10 and orthophosphates reaching 4.3). Despite localized risks, autumn represents a transitional phase with overall improvements compared to summer (
Table 7).
Winter brings stability to water quality at both stations. Dissolved oxygen ratios remain favorable, with both the Jaša Tomić (ranging from 1.42 to 1.66) and Pančevo hydrological stations (ranging from 1.38 to 1.64) showing sufficient aeration under low temperatures. Ammonium concentrations increase significantly at Pančevo (peaks of up to 3.30 in 2011), reflecting slower degradation rates. Heavy metals, including manganese, occasionally approach or exceed standards. The pH values and suspended solids remain stable, supporting balanced aquatic ecosystems. It is noteworthy that total coliform bacteria were not analyzed in winter (
Table 8).
3.3. Water Pollution Index (WPI) Analysis
Table 9 shows the WPI values for the analyzed hydrological stations. According to these values, water quality at the Jaša Tomić hydrological station shows slight variations in WPI classes. Most years were rated as Class II, indicating moderate pollution, while a few years shifted to Class III, indicating an increase in pollution. Overall, pollution remained moderate throughout the analyzed period.
Notably, at the Pančevo hydrological station, the highest WPI class (Class VI) was recorded in 2015, indicating extremely high pollution. During the other years (2011–2014), the WPI classes varied between Class III and Class IV, indicating changes in pollution levels. The extremely high pollution level in 2015 highlights the urgent need for targeted remediation efforts.
The data clearly indicate higher pollution levels at the Pančevo station, notably due to extremely elevated total coliforms, nutrients, and organic pollutants. However, analyzing long-term pollution trends at this station is complicated because of the cessation of monitoring after 2015, which emphasizes the necessity for renewed monitoring.
The stabilization of water quality from 2015 to 2022 at the Jaša Tomić hydrological station indicates that pollution control measures may have been effective. This improvement could be attributed to better agricultural practices, improved wastewater management, or decreased industrial discharges upstream.
Previous studies of nearby rivers have obtained similar WPI results. The WPI values for the Danube River showed similar trends: the Danube River had moderate to high pollution (Class II–III), with a mean WPI of 0.84 (Class II) in 2014 at the Pančevo area, while the Karaš River showed a relatively lower pollution level (Class II, WPI = 0.75) in 2019 [
63,
64]. These comparisons highlight that pollution in the Tamiš River aligns with broader regional trends, underscoring the importance of integrated water resource management across the region.
The Water Pollution Index (WPI) was also calculated for each season, providing a comprehensive overview of ecological conditions. The seasonal analysis of the Water Pollution Index (WPI) at the Jaša Tomić hydrological station reveals distinct patterns. During spring, WPI values generally fall into Class II (pure) or Class III (moderately polluted), reflecting balanced ecological conditions with occasional spikes in pollution. In summer, WPI values often reach the upper range of Class III or even the lower limits of Class IV (polluted), driven by increased biological activity and nutrient enrichment due to elevated temperatures. Autumn exhibits stabilization, with WPI values predominantly within Class III, though sporadic peaks at the threshold of Class IV highlight nutrient runoff from seasonal rains. Winter, however, records elevated WPI values, frequently near or within Class IV, attributed to reduced water flow and sediment interactions, signaling a need for careful observation during this period. Detailed seasonal WPI values for Jaša Tomić hydrological station are presented in
Table 10.
The seasonal analysis of the Water Pollution Index (WPI) at the Pančevo hydrological station shows clear seasonal fluctuations (
Table 11). In spring, WPI values predominantly fall within Class III (moderately polluted), indicating moderate ecological balance with occasional stress. Notably, 2015 recorded a Class IV (polluted) level, reflecting increased seasonal runoff and sediment transport. In summer, values display significant variability, ranging from Class III to as high as Class VI (severely polluted) in 2015, driven by intensified biological activity, nutrient enrichment, and elevated temperatures. The extreme WPI value of 26.47 recorded in 2015, due to high total coliform concentrations (measured in n/L), is also summarized in
Table 11. In autumn, a stabilization is observed, with most WPI values in Class III; however, sporadic peaks, such as the Class VI levels in 2014 and 2015, indicate nutrient runoff exacerbated by seasonal rainfall. Winter highlights relatively stable conditions, with WPI values consistently in Class III across the years analyzed, reflecting reduced biological activity and favorable oxygen conditions despite sediment dynamics. The complete seasonal WPI dataset for the Pančevo station is also included in
Table 11.
This seasonal variation emphasizes the need for targeted monitoring during critical periods, particularly in summer and autumn, to mitigate pollution risks and ensure sustainable water quality management.