Study of total suspended solid concentration based on Doxaran algorithm using Landsat 8 image in coastal water between Bodri River estuary up to east flood canal Semarang City

Sanjoto, Tjaturahono Budi; Elwafa, A. H.; Tjahjono, H.; Sidiq, Wahid Akhsin Budi Nur

doi:10.1088/1755-1315/561/1/012053

Cited by 7 publications

(9 citation statements)

References 4 publications

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“…The high TSS value could inhibit the growth of aquatic plants because it interferes with the plant's photosynthetic process. According to Sanjoto et al (2020), suspended and dissolved materials in the water are not toxic. However, if they are in excessive amount, they can increase the turbidity value, further inhibiting sunlight penetration into the water column and ultimately affecting the photosynthetic process in the water (Oseni et al, 2018).…”

Section: Discussionmentioning

confidence: 99%

Evaluation of Efficiency of Echinodorus palaefolius (J.F. Macbr.) Involved in the Clarias gariepinus (Burchell, 1822) Culture for Water Quality Recovery and Fish Growth Support

2021

JJBS

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Intensive catfish [Clarias gariepinus (Burchell, 1822)] cultivation produces organic waste that decreases water quality. The aquaponics system utilizes fish waste for plant growth to produce useful and economical products. This study aims to analyze and evaluate the best density of Mexican sword plant/water Jasmine [Echinodorus palaefolius (J. F. Macbr.)] in reducing waste from intensive catfish aquaculture. The research method used a completely randomized design (CRD) with four treatments with three replications. A plastic tub with a size of 38 cm × 12 cm × 30 cm filled with sand was used for plant media, while for catfish rearing containers, a 70 L tub with a water volume of 40 L was used. The fish used in this experiment were catfish fry with a size of 7 cm ± 0.8 cm, a weight of 5.14 g ± 0.45 g, with a stocking density of one fry per liter. Catfish fry were fed with floating pellet feed of 30 % protein content, and the feeding was done at satiation. The treatments were T1 = without plants, T2 = 150 g m -2 plants, T3 = 250 g m -2 plants, and T4 = 350 g m -2 plants. Furthermore, all data were analyzed through ANOVA (One-way analysis of variance) and the Duncan's multiple range test to measure significant variations among the treatments using SPSS (version 17, USA). The results revealed that T4 was the best treatment in terms of nutrient removal efficiency of TAN, NO 2 , NO 3, and PO 4 at the rate of 23.80 %, 48.19 %, 52.99 % and 26.11 %, respectively. Moreover, growth performances of fish fry fed diet in T4 also were significantly (P < 0.05) higher than other fishes of different treatments. Regarding these findings, E. palaefolius could work well to maintain water quality during C. gariepinus cultivation and even accelerated C. gariepinus growth at the end of the period.

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Section: Discussionmentioning

confidence: 99%

Evaluation of Efficiency of Echinodorus palaefolius (J.F. Macbr.) Involved in the Clarias gariepinus (Burchell, 1822) Culture for Water Quality Recovery and Fish Growth Support

2021

JJBS

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“…Several WQPs have been monitored with these techniques. Some of these parameters include TDS or salinity, SS, chlorophyll-a concentration, turbidity, surface water temperature, cations, and anions [8,17,42,86,[152][153][154][155][156][157][158][159][160][161].…”

Section: Remote Sensing Applications In Water Quality Monitoringmentioning

confidence: 99%

Overview of the Application of Remote Sensing in Effective Monitoring of Water Quality Parameters

et al. 2023

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This study provides an overview of the techniques, shortcomings, and strengths of remote sensing (RS) applications in the effective retrieval and monitoring of water quality parameters (WQPs) such as chlorophyll-a concentration, turbidity, total suspended solids, colored dissolved organic matter, total dissolved solids among others. To be effectively retrieved by RS, these WQPs are categorized as optically active or inactive based on their influence on the optical characteristics measured by RS sensors. RS applications offer the opportunity for decisionmakers to quantify and monitor WQPs on a spatiotemporal scale effectively. The use of RS for water quality monitoring has been explored in many studies using empirical, analytical, semi-empirical, and machine-learning algorithms. RS spectral signatures have been applied for the estimation of WQPs using two categories of RS, namely, microwave and optical sensors. Optical RS, which has been heavily applied in the estimation of WQPs, is further grouped as spaceborne and airborne sensors based on the platform they are on board. The choice of a particular sensor to be used in any RS application depends on various factors including cost, and spatial, spectral, and temporal resolutions of the images. Some of the known satellite sensors used in the literature and reviewed in this paper include the Multispectral Instrument aboard Sentinel-2A/B, Moderate Resolution Imaging Spectroradiometer, Landsat Thematic Mapper, Enhanced Thematic Mapper, and Operational Land Imager.

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“…Because the suspended particles absorb more heat and use up more oxygen, the water may heat more quickly as a result, which may be harmful to aquatic life [38]. TSS can also cause clogging in the gills of fish leading to their death [49,[102][103][104]. The reported average upper tolerance level of SSC is about 90 mg/L for fish and 13 mg/L for bottom invertebrates [69].…”

Section: Tss Issues and Implicationsmentioning

confidence: 99%

Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques

et al. 2023

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This study provides a comprehensive review of the efforts utilized in the measurement of water quality parameters (WQPs) with a focus on total dissolved solids (TDS) and total suspended solids (TSS). The current method used in the measurement of TDS and TSS includes conventional field and gravimetric approaches. These methods are limited due to the associated cost and labor, and limited spatial coverages. Remote Sensing (RS) applications have, however, been used over the past few decades as an alternative to overcome these limitations. Although they also present underlying atmospheric interferences in images, radiometric and spectral resolution issues. Studies of these WQPs with RS, therefore, require the knowledge and utilization of the best mechanisms. The use of RS for retrieval of TDS, TSS, and their forms has been explored in many studies using images from airborne sensors onboard unmanned aerial vehicles (UAVs) and satellite sensors such as those onboard the Landsat, Sentinel-2, Aqua, and Terra platforms. The images and their spectral properties serve as inputs for deep learning analysis and statistical, and machine learning models. Methods used to retrieve these WQP measurements are dependent on the optical properties of the inland water bodies. While TSS is an optically active parameter, TDS is optically inactive with a low signal–noise ratio. The detection of TDS in the visible, near-infrared, and infrared bands is due to some process that (usually) co-occurs with changes in the TDS that is affecting a WQP that is optically active. This study revealed significant improvements in incorporating RS and conventional approaches in estimating WQPs. The findings reveal that improved spatiotemporal resolution has the potential to effectively detect changes in the WQPs. For effective monitoring of TDS and TSS using RS, we recommend employing atmospheric correction mechanisms to reduce image atmospheric interference, exploration of the fusion of optical and microwave bands, high-resolution hyperspectral images, utilization of ML and deep learning models, calibration and validation using observed data measured from conventional methods. Further studies could focus on the development of new technology and sensors using UAVs and satellite images to produce real-time in situ monitoring of TDS and TSS. The findings presented in this review aid in consolidating understanding and advancement of TDS and TSS measurements in a single repository thereby offering stakeholders, researchers, decision-makers, and regulatory bodies a go-to information resource to enhance their monitoring efforts and mitigation of water quality impairments.

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Study of total suspended solid concentration based on Doxaran algorithm using Landsat 8 image in coastal water between Bodri River estuary up to east flood canal Semarang City

Cited by 7 publications

References 4 publications

Evaluation of Efficiency of Echinodorus palaefolius (J.F. Macbr.) Involved in the Clarias gariepinus (Burchell, 1822) Culture for Water Quality Recovery and Fish Growth Support

Evaluation of Efficiency of Echinodorus palaefolius (J.F. Macbr.) Involved in the Clarias gariepinus (Burchell, 1822) Culture for Water Quality Recovery and Fish Growth Support

Overview of the Application of Remote Sensing in Effective Monitoring of Water Quality Parameters

Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques

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