1
|
Liang D, Wang F, Xue S, Yan J, Xu Y, Lv G, Yan J. Purification of waste liquids from alkaline washing pretreatment of municipal solid waste incineration fly ash using Friedel's salt. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2025; 380:125020. [PMID: 40106993 DOI: 10.1016/j.jenvman.2025.125020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Revised: 03/04/2025] [Accepted: 03/14/2025] [Indexed: 03/22/2025]
Abstract
Washing is a widely used pretreatment method for the resource utilization of municipal solid waste incineration fly ash (MSWI FA). However, the high concentrations of heavy metals and chlorides in alkaline washing pretreatment waste liquids can adversely affect the environment and human health, necessitating proper disposal. Therefore, in this study, the heavy metal removal and ultrasonic-assisted two-stage dechlorination process from MSWI FA alkaline washing waste liquids using Friedel's salt were developed. When the end-point pH was 9 and Friedel's salt dosage was 4 g/L, the removal rate of key heavy metals from MSWI FA alkaline washing waste liquids exceeded 95 %. A series of characterization showed that Friedel's salt can effectively remove heavy metals from waste liquids through isomorphic substitution, ion exchange, surface adsorption and precipitation formation. Experimental results demonstrated that when the molar ratio of Ca: Al: Cl was adjusted to 2.5:1.2:1 in the first stage and 7:3:1 in the second stage, combined with an ultrasonic power of 600 W, the ultrasound-assisted two-stage dechlorination method achieved a chloride removal efficiency exceeding 93.8 % from the alkaline washing solution of MSWI FA. And, 272.6 g of Friedel's salt was obtained while treating 1 L of waste liquids. This study revealed that ultrasonic-enhanced dechlorination occurs through mechanisms that promote the dissolution and dispersion of CaO while inhibiting the formation of Ca3Al2(OH)12. In addition, the combination of alkaline washing pretreatment and waste liquids reuse, an integrated idea was provided, which was helpful for the comprehensive utilization of MSWI FA.
Collapse
Affiliation(s)
- Dehua Liang
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China
| | - Fei Wang
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China.
| | - Shengrong Xue
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China
| | - Jiawei Yan
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China
| | - Yang Xu
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China
| | - Guojun Lv
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China
| | - Jianhua Yan
- State Key Laboratory of Clean Energy Utilization (Zhejiang University), Hangzhou, 310027, China
| |
Collapse
|
2
|
Hofmann AH, Liesegang SL, Keuter V, Eticha D, Steinmetz H, Katayama VT. Nutrient recovery from wastewater for hydroponic systems: A comparative analysis of fertilizer demand, recovery products, and supply potential of WWTPs. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 352:119960. [PMID: 38198838 DOI: 10.1016/j.jenvman.2023.119960] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 12/22/2023] [Accepted: 12/23/2023] [Indexed: 01/12/2024]
Abstract
Nutrient recovery from wastewater treatment plants (WWTPs) for hydroponic cultivation holds promise for closing the nutrient loop and meeting rising food demands. However, most studies focus on solid products for soil-based agriculture, thus raising questions about their suitability for hydroponics. In this study, we address these questions by performing the first in-depth assessment of the extent to which state-of-the-art nutrient recovery processes can generate useful products for hydroponic application. Our results indicate that less than 11.5% of the required nutrients for crops grown hydroponically can currently be recovered. Potassium nitrate (KNO3), calcium nitrate (Ca(NO3)2), and magnesium sulfate (MgSO4), constituting over 75% of the total nutrient demand for hydroponics, cannot be recovered in appropriate form due to their high solubility, hindering their separated recovery from wastewater. To overcome this challenge, we outline a novel nutrient recovery approach that emphasizes the generation of multi-nutrient concentrates specifically designed to meet the requirements of hydroponic cultivation. Based on a theoretical assessment of nutrient and contaminant flows in a typical municipal WWTP, utilizing a steady-state model, we estimated that this novel approach could potentially supply up to 56% of the nutrient requirements of hydroponic systems. Finally, we outline fundamental design requirements for nutrient recovery systems based on this new approach. Achieving these nutrient recovery potentials could be technically feasible through a combination of activated sludge processes for nitrification, membrane-based desalination processes, and selective removal of interfering NaCl. However, given the limited investigation into such treatment trains, further research is essential to explore viable system designs for effective nutrient recovery for hydroponics.
Collapse
Affiliation(s)
- Anna Hendrike Hofmann
- Fraunhofer Institute for Environmental, Safety and Energy Technologies UMSICHT, Environment and Resources, Osterfelder Str. 3, 46047, Oberhausen, Germany.
| | - Sica Louise Liesegang
- University of Kaiserslautern-Landau (RPTU), Resource Efficient Wastewater Technology, 67663, Kaiserslautern, Germany.
| | - Volkmar Keuter
- Fraunhofer Institute for Environmental, Safety and Energy Technologies UMSICHT, Environment and Resources, Osterfelder Str. 3, 46047, Oberhausen, Germany.
| | - Dejene Eticha
- Yara International, Research Center Hanninghof, 48249, Duelmen, Germany.
| | - Heidrun Steinmetz
- University of Kaiserslautern-Landau (RPTU), Resource Efficient Wastewater Technology, 67663, Kaiserslautern, Germany.
| | - Victor Takazi Katayama
- Fraunhofer Institute for Environmental, Safety and Energy Technologies UMSICHT, Environment and Resources, Osterfelder Str. 3, 46047, Oberhausen, Germany.
| |
Collapse
|
3
|
Saha A, Pal SC, Chowdhuri I, Roy P, Chakrabortty R. Effect of hydrogeochemical behavior on groundwater resources in Holocene aquifers of moribund Ganges Delta, India: Infusing data-driven algorithms. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2022; 314:120203. [PMID: 36150620 DOI: 10.1016/j.envpol.2022.120203] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Revised: 08/16/2022] [Accepted: 09/15/2022] [Indexed: 06/16/2023]
Abstract
One of the fundamental sustainable development goals has been recognized as having access to clean water for drinking purposes. In the Anthropocene era, rapid urbanization put further stress on water resources, and associated groundwater contamination expanded into a significant global environmental issue. Natural arsenic and related water pollution have already caused a burden issue on groundwater vulnerability and corresponding health hazard in and around the Ganges delta. A field based hydrogeochemical analysis has been carried out in the elevated arsenic prone areas of moribund Ganges delta, West Bengal, a part of western Ganga- Brahmaputra delta (GBD). New data driven heuristic algorithms are rarely used in groundwater vulnerability studies, specifically not yet used in the elevated arsenic prone areas of Ganges delta, India. Therefore, in the current study, emphasis has been given on integration of heuristic algorithms and random forest (RF) i.e., "RF-particle swarm optimization (PSO)", "RF-grey wolf optimizer (GWO)" and "RF-grasshopper optimization algorithm (GOA)", to identify groundwater vulnerable zones on the basis of field based hydrogeochemical parameters. In addition, correspondence health hazard of this area was assessed through human health hazard index. The spatial distribution of groundwater vulnerability revealed that middle-eastern and north-western part of the study area covered by very high and high, whereas central, western and south-western part are covered by very low and low vulnerability zones in outcomes of all the applied models. The evaluation result indicates that RF-GOA (AUC = 0.911) model performed the best considering testing dataset, and thereafter RF-GWO, RF-PSO and RF with AUC value is 0.901, 0.892 and 0.812 respectively. Findings also revealed the groundwater in this study region is quite unfavorable for drinking and irrigation purposes. The suggested models demonstrate their usefulness in foretelling sustainable groundwater resource management in various deltaic regions of the world through taking appropriate measures by policy-makers.
Collapse
Affiliation(s)
- Asish Saha
- Department of Geography, The University of Burdwan, Bardhaman, West Bengal, 713104, India
| | - Subodh Chandra Pal
- Department of Geography, The University of Burdwan, Bardhaman, West Bengal, 713104, India.
| | - Indrajit Chowdhuri
- Department of Geography, The University of Burdwan, Bardhaman, West Bengal, 713104, India
| | - Paramita Roy
- Department of Geography, The University of Burdwan, Bardhaman, West Bengal, 713104, India
| | - Rabin Chakrabortty
- Department of Geography, The University of Burdwan, Bardhaman, West Bengal, 713104, India
| |
Collapse
|
4
|
Guillen-Burrieza E, Moritz E, Hobisch M, Muster-Slawitsch B. Recovery of ammonia from centrate water in urban waste water treatment plants via direct contact membrane distillation: Process performance in long-term pilot-scale operation. J Memb Sci 2022. [DOI: 10.1016/j.memsci.2022.121161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
5
|
Klatt M, Beyer F, Einfeldt J. Hospital wastewater treatment and the role of membrane filtration - removal of micropollutants and pathogens: A review. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2022; 86:2213-2232. [PMID: 36378176 DOI: 10.2166/wst.2022.321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Dissemination of multiresistant bacteria and high concentrations of micropollutants by hospitals and other medical facilities can be significantly reduced by a wide variety of on-site treatment approaches. Membrane filtration technologies, ranging from microfiltration to reverse osmosis, have been adapted in many studies and offer multiple purposes in advanced wastewater treatment configurations. While the direct rejection of pharmaceutical compounds and pathogens can only be achieved with nanofiltration and reverse osmosis processes, porous membranes are known for their pathogen removal capabilities and can be used in combination with other advanced treatment approaches, such as oxidation and adsorption processes. This review was conducted to systematically assess studies with membrane filtration technologies that are used as either stand-alone or hybrid systems for the treatment of hospital wastewater. In this review, four different databases were screened with a pre-set of search strings to thoroughly investigate the application of membrane filtration technology in hospital wastewater treatment. Hybrid systems that combine multiple treatment technologies seem to be the most promising way of consistently removing micropollutants and pathogens from hospital wastewater, but additional economic assessments are needed for an extensive evaluation.
Collapse
Affiliation(s)
- Marten Klatt
- Department of Environmental Engineering, Hamburg University of Applied Sciences, Hamburg, Germany E-mail: ; ; Institute of Wastewater Management and Water Protection, Hamburg University of Technology, Hamburg, Germany
| | - Falk Beyer
- Department of Process Engineering, Hamburg University of Applied Sciences, Hamburg, Germany
| | - Jörn Einfeldt
- Department of Environmental Engineering, Hamburg University of Applied Sciences, Hamburg, Germany E-mail: ;
| |
Collapse
|
6
|
Marczak D, Lejcuś K, Kulczycki G, Misiewicz J. Towards circular economy: Sustainable soil additives from natural waste fibres to improve water retention and soil fertility. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 844:157169. [PMID: 35798103 DOI: 10.1016/j.scitotenv.2022.157169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 06/30/2022] [Accepted: 06/30/2022] [Indexed: 06/15/2023]
Abstract
Human activity is accompanied by the introduction of excessive amounts of artificial materials, including geosynthetics, into the environment, causing global environmental pollution. Moreover, climate change continues to negatively affect global water resources. With the intensification of environmental problems, material reusability and water consumption limitations have been proposed. This study replaced synthetic soil additives with biodegradable materials and analysed the potential and sustainable processing of natural fibrous materials, which form problematic waste. Waste fibres are the basis of innovative soil water storage technologies in the form of biodegradable and water-absorbing geocomposites (BioWAG). We analysed the influence of BioWAGs on plant vegetation and the environment through a three-year field experiment. Furthermore, biomass increases, drought effect reductions, and biodegradation mechanisms were analysed. Natural waste fibres had a positive influence, as they released easily accessible nutrients into the soil during biodegradation. BioWAGs had a positive influence on the biometric parameters of grass, increasing biomass growth by 430 %. Our results indicated that this is an effective method of waste fibre management that offers the possibility to manufacture innovative, environmentally friendly materials in compliance with the objectives of circular economy and the expectations of users.
Collapse
Affiliation(s)
- Daria Marczak
- Wrocław University of Environmental and Life Sciences, Institute of Environmental Engineering, Wrocław 50-363, Poland
| | - Krzysztof Lejcuś
- Wrocław University of Environmental and Life Sciences, Institute of Environmental Engineering, Wrocław 50-363, Poland.
| | - Grzegorz Kulczycki
- Wrocław University of Environmental and Life Sciences, Department of Plant Nutrition, Wrocław 50-363, Poland
| | - Jakub Misiewicz
- Wrocław University of Environmental and Life Sciences, Institute of Environmental Engineering, Wrocław 50-363, Poland
| |
Collapse
|
7
|
Vedula SS, Yadav GD. Synthesis and application of environment friendly membranes of chitosan and chitosan-PTA for removal of copper (II) from wastewater. Chem Ind 2022. [DOI: 10.1080/00194506.2022.2093636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Affiliation(s)
- Shivani S. Vedula
- Department of Chemical Engineering, Institute of Chemical Technology, Mumbai, India
| | - Ganapati D. Yadav
- Department of Chemical Engineering, Institute of Chemical Technology, Mumbai, India
| |
Collapse
|
8
|
Direct recycling of discarded reverse osmosis membranes for domestic wastewater treatment with a focus on water reuse. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2022.06.031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
|
9
|
Membrane Water Treatment for Drinking Water Production from an Industrial Effluent Used in the Manufacturing of Food Additives. MEMBRANES 2022; 12:membranes12080742. [PMID: 36005657 PMCID: PMC9412253 DOI: 10.3390/membranes12080742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 07/15/2022] [Accepted: 07/19/2022] [Indexed: 11/21/2022]
Abstract
An integrated membrane process for treatment of effluents from food additive manufacturing was designed and evaluated on a laboratory scale. The principal focus was water recovery with the possibility of its reuse as potable water. The industrial effluent presented high content of dyes and salts. It was red in color and presented brine characteristics. The whole effluent was fed into the integrated process in continuous flow. The steps of the process are as follows: sedimentation (S), adsorption by activated carbon (AC), ion exchange using resins (IEXR), and reverse osmosis (RO) (S–AC–IEXR–RO). The effect of previous operations was evaluated by stress-rupture curves in packaged columns of AC and IEXR, membrane flux, and fouling dominance in RO. Fouling was evaluated by way of the Silt Density Index and membrane resistance examination during effluent treatment. The integrated membrane process provided reclaimed water with sufficiently high standards of quality for reuse as potable water. AC showed a high efficiency for color elimination, reaching its rupture point at 20 h and after 5L of effluent treatment. IEXR showed capacity for salt removal, providing 2.2–2.5 L of effluent treatment, reaching its rupture point at 11–15 h. As a result of these previous operations and operating conditions, the fouling of the RO membrane was alleviated, displaying high flux of water: 20–18 L/h/m2 and maintaining reversible fouling dominance at a feed flow rate of 0.5–0.7 L/h. The characteristics of the reclaimed water showed drinking water standards
Collapse
|
10
|
Assessment of a Novel Photocatalytic TiO2-Zirconia Ultrafiltration Membrane and Combination with Solar Photo-Fenton Tertiary Treatment of Urban Wastewater. Catalysts 2022. [DOI: 10.3390/catal12050552] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
The objective of this study was to assess the combination of a photocatalytic TiO2-coated ZrO2 UF membrane with solar photo-Fenton treatment at circumneutral pH for the filtration and treatment of urban wastewater treatment plant (UWWTP) effluents. Photocatalytic self-cleaning properties were tested with a UWWTP effluent under irradiation in a solar simulator. Then, both the permeates and retentates from the membrane process were treated using the solar photo-Fenton treatment. The UWWTP effluent was spiked with caffeine (CAF), imidacloprid (IMI), thiacloprid (THI), carbamazepine (CBZ) and diclofenac (DCF) at an initial concentration of 100 µg/L each. Retention on the membrane of Pseudomonas Aeruginosa (P. Aeruginosa), a Gram-negative bacterial strain, was tested with and without irradiation. It was demonstrated that filtration of a certain volume of UWWTP effluent in the dark is possible, and the original conditions can then be recovered after illumination. The photocatalytic membrane significantly reduces the turbidity of the UWWTP effluent, significantly increasing the degradation efficiency of the subsequent solar photo-Fenton treatment. The results showed that the membrane allowed consistent retention of P. Aeruginosa at an order of magnitude of 1 × 103–1 × 104 CFU/mL.
Collapse
|
11
|
Cao KF, Chen Z, Wu YH, Mao Y, Shi Q, Chen XW, Bai Y, Li K, Hu HY. The noteworthy chloride ions in reclaimed water: Harmful effects, concentration levels and control strategies. WATER RESEARCH 2022; 215:118271. [PMID: 35298995 DOI: 10.1016/j.watres.2022.118271] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 01/27/2022] [Accepted: 03/06/2022] [Indexed: 06/14/2023]
Abstract
Chloride ions (Cl-), which are omnipresent in reclaimed water, can cause various problems in water reuse systems, especially during water transmission and at end use sites. Although reverse osmosis (RO) is considered as an effective technology to reduce chloride, its high investment and complex maintenance requirements hinder its application in many water reclamation plants (WRPs). Recently, several technologies bringing new options to better deal with chloride have gained increased attention. This review provides detailed information on the harmful effects, concentration levels, and sources of chloride in reclaimed water and summarizes and discusses various chloride removal technologies, including non-selective methods (e.g., membrane filtration, adsorption and ion exchange, oxidation, and electrochemical methods) and selective methods (e.g. precipitation and specially designed electrochemical methods). Among these, Friedel's salt precipitation and capacitive deionization showed attractive development potential. This review also proposes a holistic framework for chloride control from aspects of "Fit-for-Purpose" planning, technical system development, and whole process optimization, which could facilitate the planning and operation of long-term sustainable water reuse practices.
Collapse
Affiliation(s)
- Ke-Fan Cao
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China
| | - Zhuo Chen
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China; Beijing Laboratory for Environmental Frontier Technologies, Beijing 100084, PR China.
| | - Yin-Hu Wu
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China; Beijing Laboratory for Environmental Frontier Technologies, Beijing 100084, PR China
| | - Yu Mao
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China
| | - Qi Shi
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China
| | - Xiao-Wen Chen
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China
| | - Yu Bai
- Beijing Laboratory for Environmental Frontier Technologies, Beijing 100084, PR China; Research and Development Center, Beijing Drainage Group Co., Ltd, Beijing 100124, PR China
| | - Kuixiao Li
- Beijing Laboratory for Environmental Frontier Technologies, Beijing 100084, PR China; Research and Development Center, Beijing Drainage Group Co., Ltd, Beijing 100124, PR China
| | - Hong-Ying Hu
- Environmental Simulation and Pollution Control State Key Joint Laboratory, State Environmental Protection Key Laboratory of Microorganism Application and Risk Control (SMARC), School of Environment, Tsinghua University, Beijing 100084, PR China; Beijing Laboratory for Environmental Frontier Technologies, Beijing 100084, PR China; Research Institute for Environmental Innovation (Suzhou), Tsinghua, Jiangsu, Suzhou, 215163, PR China
| |
Collapse
|
12
|
Factors for Implementation of Circular Economy in Firms in COVID-19 Pandemic Times: The Case of Peru. ENVIRONMENTS 2021. [DOI: 10.3390/environments8090095] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The circular economy can contribute to the eco-efficient use of resources. Firms can obtain relevant benefits if they implement a circular economy. In Peru, the circular economy would create benefits, but it is not fully clear what factors explain the acceptance of firms of implementing a circular economy. Following the theory of planned behavior, the current research assesses the influence of attitudes, subjective norms, perceived behavioral norms, intentions, and pressures on behaviors towards the circular economy. A total of 71 medium-size firms based in Peru participated in an online survey. Six questions were focused on general information, and forty-seven questions evaluated the circular economy behavior of firms. A partial least square structural equation modeling technical analysis was used. It was found that attitudes (0.144), subjective norms (0.133), and perceived behavioral control (0.578) had a positive influence on intentions; also, perceived behavioral control (0.461) had a positive influence on behaviors towards the circular economy. Finally, pressures had a positive influence (0.162) on behaviors towards the circular economy. The model explained 64.3% of the behaviors towards the circular economy. The outcomes of the bootstrapping test were used to evaluate if the path coefficients are significant. This study showed that attitudes, subjective norms, perceived behavioral norms, intentions, and pressures explained circular economy behaviors. This information can help firms develop strategies to move forward a circular economy and provide governments information about the current situation of circular economy implementation to generate new norms and strategies for more implementation of circular economy measures in enterprises. The novelty is based on using the PLS-SEM technique.
Collapse
|