2.3. Evaluation of Physical, Chemical, and Biological Parameters of Leachate
The pH values of leachate from landfills were higher than 7.27, increasing in rainy seasons up to values of 8.45 (
Table 2 and
Table 3). These results are characteristic of landfills with an operating time of more than 10 years [
24,
25]. However, the AHSL and ASL have an operational life of approximately 5 years and should report a pH between 6.5 and 7.5 [
24,
25,
26,
27,
28].
The elevated pH values are due to the recirculation of the leachate and the high precipitation causing a dilution of the pH, reducing the acidity. Likewise, the decomposition of solid waste produces ammonia, which forms ammonium and hydroxyl ions, raising the pH levels [
29]. Conversely, a pH value exceeding 7 indicates a high alkalinity in the leachate, which may potentially impact the acidity of nearby water bodies, including surface and groundwater, which could have negative effects on aquatic life and ecosystems [
29].
The TDS reported values between 7784.00 and 8621.00 mg/L for ASL (
Table 2), and 6242.70 to 7614.6 mg/L for AHSL (
Table 3), showing an increase during the rainy season. High values indicate a high degree of mineralization [
1], as well as the presence of organic and inorganic substances dissolved in the leachate [
1,
30], which significantly altered the physicochemical characteristics of the receiving water, decreasing the clarity of the water with the consequent restriction of photosynthesis and growth of microorganisms [
31,
32,
33].
The COD is a measure of the oxygen required for the complete oxidation of organic compounds present in waste materials [
1]. The ASL reported values between 5016.80 and 9446.70 mg O
2/L (
Table 2), while the AHSL reported 9125.0 to 10,653.3 mg O
2 /L, with higher COD concentration in rainy seasons. This is likely due to the water allowing the dissolution of soluble organic and inorganic matter [
13,
34,
35]. High ASL and AHSL values would indicate the onset of an acidogenic phase in the leachate, where about 95% of the COD content is made up of volatile fatty acids (VFA) [
36,
37]. The landfills that report COD between 3000 and 15,000 mg O
2/L are known as intermediate landfills with at least 10 years of operation [
24,
27,
38]. Higher levels of COD significantly alter the physical properties of groundwater and surface water [
39].
BOD
5 measures the amount of oxygen required by the microorganism to decompose the organic pollutant [
39]. The ASL presented BOD
5 values between 2470.00 and 5960.00 mg O
2 /L, while the AHSL was between 4720 and 7840 mg O
2 /L, reporting high values in rainy seasons. These results are characteristic of the acidogenic phase, which varies between 4000 and 40,000 mg O
2 /L. This would be due to the high organic content and great microbiological activity [
40,
41,
42].
The ratio of BOD
5/COD in ASL ranges between 0.4 and 0.6 (
Table 2), while in ASRH it varies from 0.5 to 0.7 (
Table 3). These results are characteristic of moderately stable fillings (between 0.1 and 0.5) and young fillings (greater than 0.5) [
28], in addition, values above 0.4 would indicate that the leachate is in an acid phase, likewise, the ratio of BOD
5/COD decreases as sanitary landfills age [
1], due to the rapidly decreasing BOD
5 and disintegration of biodegradable waste [
30]. The values ranging from 0.6 to 0.75 [
42] and from 0.4 to 0.5 of BOD
5/COD [
43] indicate the presence of biodegradable organic matter and some recalcitrant substances.
Total coliforms (TC) play an important role in the decomposition of organic and inorganic wastes. High TC values of 41,600 CFU/ 100 mL were reported in AHSL, and values below 1780 CFU/ 100 mL in ASL. The low TC values are due to the high salinity content in the leachate limiting bacterial growth [
44]. During rainy seasons, the TC value increases considerably due to the percolation of water through the deposited waste [
13]. Temperature also plays an important role since the decomposition of organic matter within the landfill can generate heat, giving rise to high temperatures in the leachate and increasing microbial activity.
NH
3N is the most significant contaminant in long-term leachate, because it has an increasing trend over time, increasing due to the decomposition of nitrogenous organic matter and evaporation [
23]. High levels of NH
3N are often toxic to plants and animals, can contaminate groundwater, and contribute to eutrophication, which is a phenomenon that causes excessive growth of algae in groundwater [
45]. On the other hand, NH
3N control guarantees effective treatment of the leachate. It was observed that the ASL leachate ranges from 213.3 to 1243.3 mg/L (
Table 2), and in AHSL between 983.3 and 1810.0 mg/L (
Table 3). On the other hand, the pH conditions its presence, since at high values, it causes the nitrogen to be in its ionic form giving an increase in NH
3N [
46].
The highest Cl
− concentration was reported in ASL at 3220 mg/L during dry seasons (
Table 2), and the lowest value was reported in AHSL at 660 mg/L during rainy seasons (
Table 3). Some waste, such as aerosols, deodorants, shampoos, moisturizing creams, and disinfectants, release Cl
− when decomposing. In addition, Cl
− levels of up to 3890 mg/L have been observed [
13,
35,
47]. High levels of Cl
− are toxic to aquatic microorganisms; on the other hand, it can increase the mobility and bioavailability of toxic heavy metals in the soil, increasing the risk of contamination and bioaccumulation in the food chain [
48].
On the other hand, cyanide (CN
−) is a compound found in various products such as batteries, plastics, pesticides, and cleaning products [
49]. The highest value of CN
− was reported in ASL with 0.063 mg/L in rainy seasons (
Table 2), because the water increases the temperature and humidity of the landfill, causing the release of CN
− from the waste [
50]. High levels of CN
− are toxic to water sources [
51].
The most common metals in the leachate are As, Cd, Cr, Co, Cu, Pb, Hg, Ni, and Zn [
52]. The analyses show that most metals in the leachate have a concentration below 0.05 mg/L, except for As and Fe, which are above 1.25 mg/L in both landfills during rainy and dry seasons (
Table 2). Several studies indicate that metal concentrations are generally low in many landfills and dumpsites, apart from Fe [
28,
36,
53]. However, As is present in the leachate in both organic and inorganic forms [
54]. The landfills under study are influenced by nearby copper and iron mining areas, which could also introduce lead and arsenic.
2.4. Leachate Pollution Index (LPI)
The LPI
or composed of COD, BOD, and CT, determines the biodegradability of the leachate [
55]. ASL reported values between 68.39 and 57.65 (
Table 4), while AHSL was between 77.53 and 64.99 (
Table 5), being higher during the rainy season for both landfills. In both cases, they exceed the standard value for the LPI
or of 7.03. This would be due to the high concentrations of organic matter in the leachate, characteristic of an acidogenic phase [
42]. This behavior is characteristic of developing countries, which have high LPIor values [
39,
56,
57], because 60% of the waste it generate is organic waste [
3,
55].
The LPI
in values in the rainy season are higher than 14.48, while in dry seasons, values are reported above 26.52 (
Table 4 and
Table 5). This is due to the low water levels in the landfill, causing an increase in the leachate concentration. In addition, the bacteria that decompose organic matter are less active in dry seasons because they need water to survive, generating an increase in NH
3N. The LPI
in values have been reported in active and closed landfills, where the main inorganic pollutants were total nitrogen and NH
3N, which favor an increase of 38% to 41% of the LPI
in [
10,
59]. Likewise, the concentrations of Cl
−, NH
3N, and TDS are high in dry seasons [
60]. The ASL and AHSL results exceed the standard value of LPI
in of 6.57 [
59].
Low concentrations of heavy metals help the growth of microorganisms and the biological treatment of leachates because metals are toxic to microorganisms, hindering their growth [
42]. The ASL and AHSL reported values for the LPI
hm below 11.45, although these are higher than the standard value of 7.89 [
59]. This would be due to the high organic load and low concentration of metals in the leachate [
42]; in the dry season, it is higher [
60].
LPI Overall (LPIov)
The decomposition of organic waste within the landfill increases the concentrations of COD, BOD, and microbial activity. Therefore, high concentrations of organic components have a greater effect on increasing the LPI
ov [
1]. The ASL and AHSL reported values above 24.80. It was observed that AHSL reported the highest value (30.88) in the rainy season (
Table 5), while the highest value was reported in the ASL during the dry season (29.75) (
Table 4), due to high concentrations of BOD, COD, and dissolved metals such as As, Cr, and Fe. Likewise, the LPI
ov is significantly influenced by the physicochemical parameters of the leachate [
39]; although, in the rainy season, some contaminants such as pH, TDS, and Cl
− are diluted by the rain, causing low concentrations [
61]. On the other hand, high rainfall in humid climates has a significant effect on COD, total carbon, TC, NH
3N, and heavy metals [
21,
62].
The fillers under study exceed the standard LPI
ov of 7.37 [
55,
59], which is classified as landfills that generate highly contaminated leachates. This same behavior has been observed in developing countries, where LPI
ov values significantly exceed the standard threshold (
Table 6) [
3,
10,
39,
53,
59,
60,
63,
64,
65,
66,
67], which is why measures must be taken to prevent environmental contamination [
1], as well as to propose management and segregation policies at source, in addition to information campaigns on solid waste management and the impact of leachates on water bodies.
On the other hand, the structural differences between the ASL and AHSL contribute to the variations observed in LPI values. The ASL is equipped with a bottom liner and a leachate recirculation system, which help retain and manage leachate within the landfill. In contrast, the AHSL lacks both systems, allowing for the greater infiltration of leachate into surrounding soils and increased percolation during the rainy season. This structural difference affects the dilution of contaminants such as pH, TDS, and Cl−, as well as the mobilization of heavy metals. During the dry season, the absence of recirculation may lead to the accumulation of more concentrated leachate, which explains the higher LPIin and LPIhm values observed. These findings highlight the importance of proper landfill design in controlling leachate pollution.
2.5. Correlation and Principal Component Analysis
According to Pearson’s correlational analysis of the ASL leachate characterization, LPI
or showed a significant and positive correlation with the parameters TC, COD, and BOD
5, which coincides with the presence of organic matter in the leachate and had significant negative correlations with pH and Cl
−. However, LPI
in in the leachate was significantly and positively correlated with NH
3-N, Cr, Pb, and Hg, as well as negatively with As. In addition, LPI
hm was significantly and positively correlated with TDS and negatively correlated with TSS, CN
−, and Ni. Finally, it is observed that LPI
ov was positively related to LPI
or and LPI
in and was negatively correlated with LPI
hm (
Figure 2a).
In AHSL, the LPI
or was positively correlated with the parameters TC, BOD
5, BOD
5/COD, and Ni, while it was negatively correlated with pH, TDS, Cr, Pb, Hg, Zn, Fe, and Cd. On the other hand, the LPI
in was positively correlated with pH, TDS, NH
3-N, Cl
−, Cr, Pb, Hg, As, Zn, and Cd, and negatively correlated with TC, BOD
5, BOD
5/COD, and Ni. Likewise, the LPI
hm was significantly and positively related to several metals such as Cr, Pb, Hg, As, Zn, Cd, Cu, and Fe (
Figure 2b). On the other hand, the LPI
ov was positively related to LPI
or and negatively related to LPI
in and LPI
hm.
The significant correlations observed may indicate trends or groupings of the dominant leachate parameters in the sanitary landfills. One way to verify this behavior is through a principal component analysis (PCA) approach, which provides a visual and preliminary insight into the variability within the sampling areas.
In the principal component analysis (PCA) for ASL, the accumulated variance of PC1 and PC2 components was 89.81% of the total data variance. Most of the chemical parameters are positively related; pollutants such as TSS, CN
−, Ni, TC, BOD
5, COD, and LPIor are associated with the organic load of the leachate, indicating that it has a greater influence in the rainy season in L1. In the ASL, rainfall seems to have a significant effect on the composition of the leachate, which is probably due to dilution and changes in chemical and biological processes. On the other hand, heavy metals (Zn, Pb, Cr, Hg, Fe, and Cd) and pH are more influential or have a greater presence in dry climatic conditions, indicating that in dry seasons, evaporation and metal concentration are evident (
Figure 2c).
For AHSL, the combined variance of the PC1 and PC2 components was 97.39%, with PC1 explaining 89.99% and PC2 explaining 7.40% of the data’s variation. The most significant and influential pollutants during the dry season are TSS, Cl
−, Cu, NH
3N, Fe, and As, indicating that evaporation and decreased water volume in the leachate lead to higher concentrations of organic pollutants and metals in the AHSL (
Figure 2d).
The PCA reveals a clear distinction between the rainy and dry seasons regarding the dominant types of pollutants. The rainy season is characterized by a higher organic load, while the dry season shows a greater concentration of inorganic pollutants and heavy metals (
Figure 2c,d).
2.6. Treatment Proposals
The implementation of a treatment for leachate in landfills must take into account several factors, including the volume of leachate, its chemical composition, the design of the landfill, and the climatic conditions of the area. Some treatment strategies for leachate include biological treatments, which are commonly used for young leachates with a high BOD5/COD ratio, as they help degrade organic matter; however, their effectiveness decreases with the presence of refractory compounds. Physicochemical methods like coagulation, chemical oxidation, and adsorption are useful when biological treatments are not sufficient. Co-treatment with domestic wastewater is low-cost and widely used, but the presence of toxic substances in leachate may reduce the efficiency of the treatment plant. Advanced technologies, such as membrane filtration (e.g., nanofiltration or reverse osmosis), allow for the removal of a wide range of pollutants, including emerging contaminants, but they require higher investment and maintenance. Another option is leachate recirculation within the landfill, which is inexpensive and improves waste stabilization, although it may cause odor or leachate accumulation if not properly managed. The choice of treatment should be based on site conditions, pollution level, and long-term environmental impact.
Another important aspect is the commitment of government authorities to implement monitoring systems both inside and outside the landfill, as well as the continuous assessment of nearby water bodies, which may be at risk due to leachate infiltration. Although regulations exist, many lack a solid scientific basis and are often not effectively enforced.