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Riahi MR, Sadeghi SH, Mirnia SK, Sadoddin A. Coincidence of sustainable development indicators for the nekarood watershed with the United Nation's sustainable development goals. Sci Total Environ 2024; 917:170177. [PMID: 38280589 DOI: 10.1016/j.scitotenv.2024.170177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 01/11/2024] [Accepted: 01/13/2024] [Indexed: 01/29/2024]
Abstract
The present study evaluated sustainable development indicators of the Nekarood Watershed in Iran using global Sustainable Development Goals (SDGs) indicators. Identifying values and thresholds, justification of optimum values, ranking, and performance assessment of the associated SDGs' indicators were accordingly addressed. Moreover, due to a lack of complete information and ecological conditions, 77 indicators were selected based on compliance with the indicators of global SDGs. These indicators were used to evaluate the development situation of the study area. The indicators were then normalized, weighed, aggregated, and ranked into four categories from achieving to highly challenging. The results showed that among the SDGs, five goals performed above the mean of the global sustainable development goals. So, goals 3 and 1 had the highest performance of 69.82 and 57.97 %, respectively. Likewise, goals 7 and 16 showed the lowest performance beyond the global average of 51.08 and 54.62 %, respectively. SDG3-1-1, SDG3-1-2, SDG3-2-1, and SDG3-2-2 indicators with 100 % performance positively affected SDG3. SDG1-5-1 indicator with 100 % performance also had the most positive effect on SDG1. The performances of nine goals were also lower than the global mean. In this case, the lowest performance was assigned to goal 2, followed by goals 9, 17, 10, and 6, respectively, with 15.24, 19.71, 22.19, 24.98, and 45.78 %. SDG2-4-2, SDG2-4-1, and SDG2-3-1 indicators had the most negative effect on the performance of SDG2. SDG9-2-2 and SDG10-4-1 indicators also had the most negative effect on goals 9 and 10, respectively. The highest performance of the indicators was associated with the Ministry of Health and Medical Education, and the lowest was related to the Ministries of Agriculture Jihad and the Ministry of Industry, Mine, and Trade. The results of the present study verified an overall performance of 36.42 % for the Nekarood Watershed concerning the global SDGs, representing significantly challenging conditions.
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Affiliation(s)
- Mohammad Reza Riahi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor, Iran.
| | - Seyed Hamidreza Sadeghi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor, Iran.
| | - Seyed Khallagh Mirnia
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor, Iran.
| | - Amir Sadoddin
- Department of Watershed Management, Gorgan University of Agricultural Sciences and Natural Resources, Gorgan, Iran.
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Sadeghi SH, Chamani R, Zabihi Silabi M, Tavosi M, Katebikord A, Khaledi Darvishan A, Moosavi V, Sadeghi PS, Vafakhah M, Moradi Rekabdarkolaei H. Watershed health and ecological security zoning throughout Iran. Sci Total Environ 2023; 905:167123. [PMID: 37741382 DOI: 10.1016/j.scitotenv.2023.167123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 09/13/2023] [Accepted: 09/14/2023] [Indexed: 09/25/2023]
Abstract
Today, land degradation and the decrease in the expected services of watersheds have been mainly influenced by human-induced activities. Hence, it requires more attention to adaptively manage and provide feasible solutions to watershed disruptions. However, appropriate management of precious commodities such as water, soil, air, and vegetation cover needs insight planning on a proper scale. Nonetheless, such an integrated approach to comprehensive health assessment of watershed resources is yet to be indoctrinated by scholars, implemental agencies, managers, and policymakers. Accordingly, the present endeavor has tried to evaluate the health status of Iran's 30 second-order large watersheds with the pressure-state-response (PSR) approach. In this regard, 44 problem-oriented, influential, and, at the same time, accessible variables with compatible scales at the national level were primarily determined in climatic, hydrologic, anthropogenic, and natural sectors. The collinearity-free and independent variables were then finalized using the variance inflation factor (VIF) test. Ultimately, P, S, and R indices were calculated using the arithmetic mean of 25 normalized variables based on which PSR-based health and security indices were also mapped countrywide. The results indicated that P, S, and R indices varied from 0.49 to 0.69, 0.42 to 0.82, and 0.40 to 0.94, respectively. Health and security indices ranged from 0.46 to 0.69 and 0.30 to 0.89, respectively. The weighted mean of P, S, and R was 0.59, 0.62, and 0.67, respectively, wholly placing them in the intermediate class. The weighted health and security indices were also 0.58 and 0.59, representing the intermediate class. The results showed that study watersheds had different health and security conditions from interplaying watershed-specific factors. The results revealed the necessity of watershed-unique managerial strategies to cope with the existing unfavorable conditions at the country level. However, further insight with high resolution is recommended for the high-priority watersheds to plan implementation and executive projects.
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Affiliation(s)
- Seyed Hamidreza Sadeghi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Reza Chamani
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Mostafa Zabihi Silabi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Mohammad Tavosi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Azadeh Katebikord
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Abdulvahed Khaledi Darvishan
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Vahid Moosavi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Padideh Sadat Sadeghi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Mehdi Vafakhah
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
| | - Hamidreza Moradi Rekabdarkolaei
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran.
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Sharifi Moghadam E, Sadeghi SH, Zarghami M, Delavar M. Developing sustainable land-use patterns at watershed scale using nexus of soil, water, energy, and food. Sci Total Environ 2023; 856:158935. [PMID: 36167132 DOI: 10.1016/j.scitotenv.2022.158935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 09/15/2022] [Accepted: 09/18/2022] [Indexed: 06/16/2023]
Abstract
Aside from the many services that soil provides, it also stores water and makes it available to crops, which is critical for food security. However, the necessity of further studies for overcoming the existing gap in relation to the role of soil in the water, energy, and food nexus system has been preoccupying the experts and specialists around the world for some time. In this sense, the balance between many key ecosystem components based on the Soil, water, energy, and food (SWEF) nexus framework is one of the key characteristics of holistic and accommodative watershed management systems. To the best of our knowledge, the watershed scale is used as a planning unit for the first time in the current study to construct a conceptual model for adaptive management of optimum land-use/cover allocation using SWEF. The method was then used for the Shazand Watershed, Iran. Numerous metrics, such as soil erosion, soil organic carbon (SOC), water and energy use, mass efficiency, and economic efficiency, were investigated. Finally, a compound indicator was used to generate the SWEF nexus index (SWEFNI) for various land-uses/crops for the node year 2014. SWFENI ranged from 0.19 (worst) for rangeland to 0.78 (best) for almond plantations, according to the findings. The study's present approach may be tested worldwide.
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Affiliation(s)
- Ehsan Sharifi Moghadam
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor, Iran.
| | - Seyed Hamidreza Sadeghi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor 46417-76489, Iran; Agrohydrology Research Group, Tarbiat Modares University, Tehran 14115, Iran.
| | - Mahdi Zarghami
- Center of Excellence in Hydroinformatics, Faculty of Civil Engineering, and Institute of Environment, University of Tabriz, 5166614965 Tabriz, Iran; Policy Research Institute, Sharif University of Technology 145889694 Tehran, Iran.
| | - Majid Delavar
- Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran.
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Mirchooli F, Sadeghi SH, Khaledi Darvishan A, Strobl J. Multi-dimensional assessment of watershed condition using a newly developed barometer of sustainability. Sci Total Environ 2021; 791:148389. [PMID: 34412389 DOI: 10.1016/j.scitotenv.2021.148389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 06/01/2021] [Accepted: 06/07/2021] [Indexed: 06/13/2023]
Abstract
The present study was conducted to comprehensively evaluate watershed sustainability with the help of an initiative barometer developed based on different dimensions of social, economic, environmental, and policy. The newly developed barometer was then applied to assess the temporal variation of sustainability for the Shazand Watershed, Iran, for four-node years of 1986, 1998, 2008, and 2016. The appropriate criteria were then adapted to calculate the study dimensions. The effect sizes of selected criteria on each dimension were also determined. Consequently, the status of each dimension and integrated watershed sustainability status were mapped for four-node years. The results indicated that study dimensions were unevenly distributed over the Shazand Watershed. So that, the social dimension had high effectiveness across different sub-watersheds, and the policy dimension had a poor situation in all study years. In addition, the respective sustainability index of 0.32, 0.32, 0.35, and 0.35 for node years of 1986, 1998, 2008, and 2016 verified a slight improvement. Overall, the proposed barometer of sustainability facilitated understanding the dimensional sustainability and comprehensive watershed sustainability and provided references for policy formulations and watershed management. Besides, the developed barometer has a high potential for evaluating sustainability for other watersheds worldwide.
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Affiliation(s)
- Fahimeh Mirchooli
- Department of Watershed Management Engineering, Faculty of Natural Resources Tarbiat Modares University, Noor, Iran.
| | - Seyed Hamidreza Sadeghi
- Department of Watershed Management Engineering, Faculty of Natural Resources Tarbiat Modares University, Noor, Iran.
| | - Abdulvahed Khaledi Darvishan
- Department of Watershed Management Engineering, Faculty of Natural Resources Tarbiat Modares University, Noor, Iran.
| | - Josef Strobl
- Department of Geoinformatics-Z_GIS, University of Salzburg, Salzburg, Austria.
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Ooi L, Okazaki K, Arias-Barreiro CR, Heng LY, Mori IC. Application of the cellular oxidation biosensor to Toxicity Identification Evaluations for high-throughput toxicity assessment of river water. Chemosphere 2020; 247:125933. [PMID: 32079055 DOI: 10.1016/j.chemosphere.2020.125933] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Revised: 12/11/2019] [Accepted: 01/15/2020] [Indexed: 06/10/2023]
Abstract
Toxicity Identification Evaluation (TIE) is a useful method for the classification and identification of toxicants in a composite environment water sample. However, its extension to a larger sample size has been restrained owing to the limited throughput of toxicity bioassays. Here we reported the development of a high-throughput method of TIE Phase I. This newly developed method was assisted by the fluorescence-based cellular oxidation (CO) biosensor fabricated with roGFP2-expressing bacterial cells in 96-well microplate format. The assessment of four river water samples from Langat river basin by this new method demonstrated that the contaminant composition of the four samples can be classified into two distinct groups. The entire toxicity assay consisted of 2338 tests was completed within 12 h with a fluorescence microplate reader. Concurrently, the sample volume for each assay was reduced to 50 μL, which is 600 to 4700 times lesser to compare with conventional bioassays. These imply that the throughput of the CO biosensor-assisted TIE Phase I is now feasible for constructing a large-scale toxicity monitoring system, which would cover a whole watershed scale.
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Affiliation(s)
- Lia Ooi
- Institute of Plant Science and Resources, Okayama University, 2-20-1, Chuo, Kurashiki, 710-0046, Japan; Southeast Asia Disaster Prevention Research Initiative (SEADPRI-UKM), Institute for Environment and Development (LESTARI), The National University of Malaysia, 43600, Bangi, Selangor, Malaysia.
| | - Keisuke Okazaki
- Institute of Plant Science and Resources, Okayama University, 2-20-1, Chuo, Kurashiki, 710-0046, Japan
| | - Carlos R Arias-Barreiro
- Institute of Plant Science and Resources, Okayama University, 2-20-1, Chuo, Kurashiki, 710-0046, Japan; Product Stewardship & Toxicology Department, Group Health, Safety, Security & Environment, Petroliam Nasional Berhad (PETRONAS), 50088, Kuala Lumpur, Malaysia
| | - Lee Yook Heng
- Southeast Asia Disaster Prevention Research Initiative (SEADPRI-UKM), Institute for Environment and Development (LESTARI), The National University of Malaysia, 43600, Bangi, Selangor, Malaysia; Faculty of Science and Technology, The National University of Malaysia, 43600, Bangi, Selangor, Malaysia
| | - Izumi C Mori
- Institute of Plant Science and Resources, Okayama University, 2-20-1, Chuo, Kurashiki, 710-0046, Japan.
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Adhami M, Sadeghi SH, Duttmann R, Sheikhmohammady M. Best soil comanagement practices for two watersheds in Germany and Iran using game theory-based approaches. Sci Total Environ 2020; 698:134265. [PMID: 31505356 DOI: 10.1016/j.scitotenv.2019.134265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 09/02/2019] [Accepted: 09/02/2019] [Indexed: 06/10/2023]
Abstract
Collaborative management is increasingly applied to indicate environmental and socio-economic negotiations in every corner of the world. The engagement of multiple stakeholders accompanying experience, science, and economy probing skills is expected to unravel such issues. However, the collaborative approaches to manage existing issues at watershed scale have not been adequately applied. Therefore, the present study has exemplified the establishment of a comanagement framework for the soil management for two case studies i.e., Schleswig-Holstein State of Germany and Galazchai Watershed of Iran using a stakeholder oriented approach applying game theory based methods. Due to management perspectives, different stakeholder groups were involved to investigate effective soil conservation practices. Farmers, consultants, and service providing companies in Germany and residents, policy making institutions and executive organizations in Iran were detected as key stakeholders. The Condorcet and Fallback bargaining methods were used to diagnosis agreement point. Based upon the results, the developed case study in Germany demonstrated close relation among farmers and consultants (53%) in contrast with service providing companies. The same situation was observed among residents and policy makers in Iran. Besides, the tendency to implement mechanical practices among farmers in Iran was about 60% (149 of 243), however, in Germany 86% of farmers prefer to use managerial practices.
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Affiliation(s)
- Maryam Adhami
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, International Campus, Noor 46417-76489, Mazandaran, Iran
| | - Seyed Hamidreza Sadeghi
- Department of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, International Campus, Noor 46417-76489, Mazandaran, Iran.
| | - Rainer Duttmann
- Department of Geography, Christian-Albrechts-Universität zu Kiel, CAU, 24098 Kiel, Germany.
| | - Majid Sheikhmohammady
- Faculty of Industrial and Systems Engineering, Tarbiat Modares University, Tehran, Iran.
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Alcolea A, Contreras S, Hunink JE, García-Aróstegui JL, Jiménez-Martínez J. Hydrogeological modelling for the watershed management of the Mar Menor coastal lagoon (Spain). Sci Total Environ 2019; 663:901-914. [PMID: 30738269 DOI: 10.1016/j.scitotenv.2019.01.375] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Revised: 01/12/2019] [Accepted: 01/16/2019] [Indexed: 06/09/2023]
Abstract
The Mar Menor is the largest lagoon along the Spanish Mediterranean coast. It suffers from eutrophication and algal blooms associated with intensive agricultural activities and urban pressure in the surrounding Campo de Cartagena plain. A balanced discharge of groundwater, carrier of algal nutrients such as nitrate, is essential to ensure the integrity of the coastal lagoon and the availability of groundwater resources inland. We here present a 3D hydrogeological model of the unconfined Quaternary aquifer that discharges into the lagoon. The model couples both surface water balance and groundwater dynamics and has been calibrated to available data in the period 2000-2016. The calibrated model allows understanding of the current state of the aquifer and its link to the lagoon. The potential discharge has been quantified in both space and time and falls between 69.5 and 84.9 hm3/yr during dry and wet periods, respectively (with values of nitrate discharge of 11.4-11.8 Mkg/yr in the absence of aquifer sink terms, e.g., leakage to deeper aquifers and pumping from groundwater wells). The predictive capabilities of the calibrated model can be used to test the impact of different integrated management scenarios on the surface-groundwater dynamics of the catchment. Three plausible management scenarios are proposed that include localized and distributed groundwater pumping (drains and groundwater wells, respectively). Results show the effectiveness of the scenarios in reducing the groundwater and nitrate discharge into the lagoon. The disadvantages of the proposed scenarios, including potential seawater intrusion, need to be balanced with their relative merits for the sustainable development of the region and the survival of the Mar Menor ecosystem. The modelling approach proposed provides a valuable tool for the integrated and holistic management of the Campo de Cartagena-Mar Menor catchment and should be of great interest to similar hydrological systems with high ecological value.
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Affiliation(s)
- Andrés Alcolea
- HydroGeoModels AG, Tösstalstrasse 23, 8400 Winterthur, Switzerland
| | | | | | - José Luis García-Aróstegui
- Geological Survey of Spain, Murcia Office, Avda. Miguel de Cervantes 45, 5A, 30009 Murcia, Spain; University of Murcia, Institute for Water and Environment, Campus de Espinardo, 30010 Murcia, Spain
| | - Joaquín Jiménez-Martínez
- Department of Water Resources and Drinking Water, EAWAG, 8600 Dübendorf, Switzerland; Department of Civil, Environmental and Geomatic Engineering, ETH Zürich, 8093 Zürich, Switzerland.
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Šatalová B, Kenderessy P. Assessment of water retention function as tool to improve integrated watershed management (case study of Poprad river basin, Slovakia). Sci Total Environ 2017; 599-600:1082-1089. [PMID: 28511353 DOI: 10.1016/j.scitotenv.2017.04.227] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Revised: 04/28/2017] [Accepted: 04/28/2017] [Indexed: 06/07/2023]
Abstract
The presented study concentrates on assessing the ecosystem function of water retention. The water retention function is defined as the ability of the landscape to retain water, slow runoff and encourage water infiltration. The water retention function was expressed by calculating the hydric significance (HS) indicator. This method is based on scoring the individual input parameters according to their overall impact on watershed hydrology. The study was conducted on a sample area of Poprad River basin. The final results presented a spatial distribution of hydric function within the watershed classified according to its significance into four classes (from limited to excellent significance). A breakdown of the results on the level of elementary watersheds was used in order to examine those with low hydric function. The results showed a significant influence of land-use on retention function; however, this impact could be limited by extreme precipitation or high soil water saturation. The methodology of hydric significance represents an innovative approach towards assessment of ecosystem function of water retention on regional level.
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Affiliation(s)
- Barbora Šatalová
- Institute of Landscape Ecology, Slovak Academy of Sciences, Štefánikova 3, P.O. BOX 254, 814 99 Bratislava, Slovakia.
| | - Pavol Kenderessy
- Institute of Landscape Ecology, Slovak Academy of Sciences, Štefánikova 3, P.O. BOX 254, 814 99 Bratislava, Slovakia.
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Neumann A, Kim DK, Perhar G, Arhonditsis GB. Integrative analysis of the Lake Simcoe watershed (Ontario, Canada) as a socio-ecological system. J Environ Manage 2017; 188:308-321. [PMID: 28002784 DOI: 10.1016/j.jenvman.2016.11.073] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2016] [Revised: 11/23/2016] [Accepted: 11/27/2016] [Indexed: 06/06/2023]
Abstract
Striving for long-term sustainability in catchments dominated by human activities requires development of interdisciplinary research methods to account for the interplay between environmental concerns and socio-economic pressures. In this study, we present an integrative analysis of the Lake Simcoe watershed, Ontario, Canada, as viewed from the perspective of a socio-ecological system. Key features of our analysis are (i) the equally weighted consideration of environmental attributes with socioeconomic priorities and (ii) the identification of the minimal number of key socio-hydrological variables that should be included in a parsimonious watershed management framework, aiming to establish linkages between urbanization trends and nutrient export. Drawing parallels with the concept of Hydrological Response Units, we used Self-Organizing Mapping to delineate spatial organizations with similar socio-economic and environmental attributes, also referred to as Socio-Environmental Management Units (SEMUs). Our analysis provides evidence of two SEMUs with contrasting features, the "undisturbed" and "anthropogenically-influenced", within the Lake Simcoe watershed. The "undisturbed" cluster occupies approximately half of the Lake Simcoe catchment (45%) and is characterized by low landscape diversity and low average population density <0.4 humans ha-1. By contrast, the socio-environmental functional properties of the "anthropogenically-influenced" cluster highlight the likelihood of a stability loss in the long-run, as inferred from the distinct signature of urbanization activities on the tributary nutrient export, and the loss of subwatershed sensitivity to natural mechanisms that may ameliorate the degradation patterns. Our study also examines how the SEMU concept can augment the contemporary integrated watershed management practices and provides directions in order to promote environmental programs for lake conservation and to increase public awareness and engagement in stewardship initiatives.
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Affiliation(s)
- Alex Neumann
- Ecological Modelling Laboratory, Department of Physical & Environmental Sciences, University of Toronto, 1065 Military Trail, Toronto, Ontario M1C 1A4, Canada
| | - Dong-Kyun Kim
- Ecological Modelling Laboratory, Department of Physical & Environmental Sciences, University of Toronto, 1065 Military Trail, Toronto, Ontario M1C 1A4, Canada
| | - Gurbir Perhar
- Ecological Modelling Laboratory, Department of Physical & Environmental Sciences, University of Toronto, 1065 Military Trail, Toronto, Ontario M1C 1A4, Canada
| | - George B Arhonditsis
- Ecological Modelling Laboratory, Department of Physical & Environmental Sciences, University of Toronto, 1065 Military Trail, Toronto, Ontario M1C 1A4, Canada.
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