Evaluation of water quality and key factors influencing water quality in intensive shrimp farming systems using principal component analysis-fuzzy approach

被引:0
作者
Do, Dung Doan [1 ]
Le, Anh Hung [1 ]
Vu, Van Van [2 ]
Le, Dong Anh Nguyen [3 ]
Bui, Ha Manh [4 ]
机构
[1] Ind Univ Ho Chi Minh City, Inst Environm Sci Engn & Management, Ho Chi Minh City, Vietnam
[2] Nguyen Tat Thanh Univ, NTT Hitech Inst, Ho Chi Minh City, Vietnam
[3] Minh Phu Corp Co, Ca Mau, Vietnam
[4] Saigon Univ, Fac Environm, Ho Chi Minh City, Vietnam
关键词
Fuzzy inference system; PCA; Shrimp pond; Shrimp growth; Water quality; PONDS; PHYTOPLANKTON; MANAGEMENT;
D O I
10.1016/j.dwt.2025.101002
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The evaluation of water quality is a crucial process for preventing and managing adverse events in aquaculture systems. This study aimed to develop a novel water quality index (WQI) using multivariate statistical techniques, including principal component analysis (PCA) and a fuzzy inference system, to assess water quality in two shrimp farming techniques. A total of 1179 daily water samples were analyzed for 17 key parameters: temperature, pH, salinity, total dissolved solids (TDS), turbidity, dissolved oxygen (DO), transparency, alkalinity, hardness, total ammonia nitrogen (TAN), nitrite, nitrate, phosphate, silica, calcium (Ca), magnesium (Mg) and potassium (K). PCA identified salinity and silica as the primary factors contributing to water quality deterioration. The results showed that the two-stage shrimp farming technique had a WQI of 0.70 during the grow-out period and 0.64 during the nursery period, compared to 0.80 and 0.76 for the one-stage technique. Water quality was significantly better during the rainy season, with a WQI of 0.69, compared to 0.77 in the dry season. This study demonstrates the effectiveness of the fuzzy inference system for real-time water quality monitoring and management, offering valuable insights for enhancing shrimp production through timely interventions under polluted conditions.
引用
收藏
页数:8
相关论文
共 55 条
[1]  
Adetunji CO, 2022, AI, Edge and IoT-based Smart Agriculture, P533
[2]   Effects of feed formula and farming system on the environmental performance of shrimp production chain from a life cycle perspective [J].
Al Eissa, Ahmad ;
Chen, Peng ;
Brown, Paul B. ;
Huang, Jen-Yi .
JOURNAL OF INDUSTRIAL ECOLOGY, 2022, 26 (06) :2006-2019
[3]  
Alam S.M., 2002, Shrimp based farming systems in south-western coastal zone in Bangladesh
[4]   Nutrients, phytoplankton and harmful algal blooms in shrimp ponds:: a review with special reference to the situation in the Gulf of California [J].
Alonso-Rodríguez, R ;
Páez-Osuna, F .
AQUACULTURE, 2003, 219 (1-4) :317-336
[5]  
Anh K, 2023, Vietnam Agric Newsp
[6]  
[Anonymous], 2001, Canadian environmental quality guidelines, 1999
[7]  
Ariadi H., 2019, AACL Bioflux, V12, P2103
[8]  
Ariadi Heri, 2023, Croatian Journal of Fisheries, V81, P127, DOI 10.2478/cjf-2023-0014
[9]  
Atikah SK, 2023, J Info Sains: Inform Dan Sains, V13, P393
[10]   The Impact of Salt Concentration on the Mineral Nutrition of Tetragonia tetragonioides [J].
Bekmirzaev, Gulom ;
Ouddane, Baghdad ;
Beltrao, Jose ;
Fujii, Yoshiharu .
AGRICULTURE-BASEL, 2020, 10 (06) :1-10