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McCall MA, Watson JS, Tan JSW, Sephton MA. Biochar Stability Revealed by FTIR and Machine Learning. ACS SUSTAINABLE RESOURCE MANAGEMENT 2025; 2:842-852. [PMID: 40432732 PMCID: PMC12105012 DOI: 10.1021/acssusresmgt.5c00104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/21/2025] [Revised: 04/09/2025] [Accepted: 04/11/2025] [Indexed: 05/29/2025]
Abstract
Biochar is a carbon-rich and environmentally recalcitrant material, with strong potential for climate change mitigation. There is a need for rapid and accessible estimations of biochar stability, the resistance to biotic and abiotic degradation in soil. This study builds on previous work by integrating Fourier-transform infrared spectroscopy (FTIR) data with predictive modeling to estimate standard stability indicators: H:C and O:C molar ratios. Lignocellulosic feedstocks were pyrolyzed at highest treatment temperatures (HTT) ranging from 150-700 °C, and all samples achieved H:C < 0.7 and O:C < 0.4 at HTT of 400 °C and above. Several statistical and machine learning models were developed using FTIR spectra. The random forest (RF) models, which incorporated full data preprocessing, yielded the highest accuracy (R 2 = 0.96 for both ratios) when tested on an unseen feedstock. Variable importance analysis identified spectral regions linked to aromaticity and inversely correlated to C-O stretches in cellulose and lignin as key predictors. The findings of this study verify that FTIR data can serve as a rapid and accurate tool for estimating biochar stability.
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Affiliation(s)
- Monica A. McCall
- Earth
Science and Engineering, Imperial College London, Exhibition Rd,
South Kensington, LondonSW7 2AZ, United Kingdom
- Grantham
Institute for Climate Change and the Environment, Imperial College London, South Kensington, LondonSW7 2AZ, United Kingdom
| | - Jonathan S. Watson
- Earth
Science and Engineering, Imperial College London, Exhibition Rd,
South Kensington, LondonSW7 2AZ, United Kingdom
| | - Jonathan S. W. Tan
- Earth
Science and Engineering, Imperial College London, Exhibition Rd,
South Kensington, LondonSW7 2AZ, United Kingdom
- Viridien
Satellite Mapping, Crompton
Way, CrawleyRH10 9QN, United Kingdom
| | - Mark A. Sephton
- Earth
Science and Engineering, Imperial College London, Exhibition Rd,
South Kensington, LondonSW7 2AZ, United Kingdom
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Rodrigues DDS, Schmitt PO, Cordeiro LA, Rodrigues MBB, Ribeiro ACR, Bosenbecker MW, Silva SKS, Carreno NL, Gatto DA, da Silva SHF, Cholant CM, Missio AL. Sustainable Films Derived from Eucalyptus spp. Bark: Improving Properties Through Chemical and Physical Pretreatments. Polymers (Basel) 2025; 17:105. [PMID: 39795508 PMCID: PMC11722894 DOI: 10.3390/polym17010105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Revised: 12/27/2024] [Accepted: 12/29/2024] [Indexed: 01/13/2025] Open
Abstract
This study investigates the sustainable use of Eucalyptus spp. bark through different chemical (hydrothermal, acid, alkaline, and bleaching) and physical (milling) pretreatments in the production of sustainable films. Valorization of agro-industrial residues and the demand for sustainable materials pose challenges for environmentally responsible solutions. Eucalyptus spp. bark, rich in cellulose, hemicellulose, and lignin, is a promising source for creating sustainable materials like films. In this study, the use of chemical and physical treatments aims to optimize biomass extraction and improve the chemical, thermal, mechanical, and optical properties of the films. The films showed an excellent light barrier capacity, with a transmittance below 1%. Crystallinity indices varied with the pretreatment: 8.15% for hydrothermal, 7.01% for alkaline, 7.63% for acid, and 10.80% for bleaching. The highest crystallinity value was obtained through bleaching, by removing amorphous components like lignin and hemicellulose. The alkaline pretreatment yielded stronger films (maximum stress of 8.8 MPa, Young's modulus of 331.3 MPa) owing to the retained lignin and the hemicellulose reinforcing the material. This study contributes to the field of sustainable development by converting residues into valuable materials and by advancing the circular economy. The films' specific properties make them suitable for applications like sustainable packaging, addressing environmental and industrial challenges.
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Affiliation(s)
| | - Patricia O. Schmitt
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Lincoln Audrew Cordeiro
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Marlon B. B. Rodrigues
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Ana Carolina R. Ribeiro
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Mariane W. Bosenbecker
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Sarah Kalli S. Silva
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Neftali L. Carreno
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Darci A. Gatto
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Silvia H. F. da Silva
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - Camila M. Cholant
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
| | - André Luiz Missio
- Center of Engineering, Federal University of Pelotas, Pelotas 96010-610, Brazil;
- Technological Development Center, Federal University of Pelotas, Pelotas 96010-610, Brazil; (P.O.S.); (L.A.C.); (M.B.B.R.); (A.C.R.R.); (M.W.B.); (S.K.S.S.); (N.L.C.); (D.A.G.); (S.H.F.d.S.); (C.M.C.)
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Cruz-Lopes L, Duarte J, Dulyanska Y, Guiné RPF, Esteves B. Enhancing Liquefaction Efficiency: Exploring the Impact of Pre-Hydrolysis on Hazelnut Shell ( Corylus avellana L.). MATERIALS (BASEL, SWITZERLAND) 2024; 17:2667. [PMID: 38893931 PMCID: PMC11173448 DOI: 10.3390/ma17112667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 05/28/2024] [Accepted: 05/29/2024] [Indexed: 06/21/2024]
Abstract
Hazelnut shells (HS), scientifically known as Corylus avellana L. shells, are waste produced by companies that process nuts. The main objective of this study was to find an efficient way to maximize the chemical potential of HS by solubilizing the hemicelluloses, which could then be used to recover sugars and, at the same time, increase the lignin content of this material to produce adhesives or high-strength foams. In order to optimize the pre-hydrolysis process, two different temperatures (160 and 170 °C) and times varying from 15 to 180 min were tested. All the remaining solid materials were then liquefied using polyalcohols with acid catalysis. The chemical composition of hazelnut shells was determined before and after the pre-hydrolysis. All of the process was monitored using Fourier Transform Infrared Spectroscopy with Attenuated Total Reflectance (FTIR-ATR) by determining the spectra of solids and liquids after the pre-hydrolysis and liquefaction steps. The highest solubilization of hazelnut shells was found for 170 °C and 180 min, resulting in a 25.8% solubilization. Chemical analysis after the hydrolysis process showed a gradual increase in the solubilization of hemicelluloses as both the temperature and time of the reactor were increased. Simultaneously, the percentages of α-cellulose and lignin in the material also increased with rises in temperature and duration. FTIR-ATR allowed for the detection of significant spectral changes in the hazelnut shells from their initial state to the solid residue and further into the liquefied phase. This confirmed that pre-hydrolysis was effective in enhancing the chemical composition of the material, making it more suitable for the production of adhesives, polyurethane foams, or in the production of bioplastics and composite materials, combined with other biopolymers or synthetic polymers to enhance the mechanical properties and biodegradability of the resulting materials.
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Affiliation(s)
- Luísa Cruz-Lopes
- CERNAS (Centre for Natural Resources, Environment and Society), Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal; (L.C.-L.); (Y.D.); (R.P.F.G.)
- Department of Environmental Engineering, Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal;
| | - Joana Duarte
- Department of Environmental Engineering, Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal;
| | - Yuliya Dulyanska
- CERNAS (Centre for Natural Resources, Environment and Society), Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal; (L.C.-L.); (Y.D.); (R.P.F.G.)
| | - Raquel P. F. Guiné
- CERNAS (Centre for Natural Resources, Environment and Society), Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal; (L.C.-L.); (Y.D.); (R.P.F.G.)
- Department of Food Industry, Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal
| | - Bruno Esteves
- CERNAS (Centre for Natural Resources, Environment and Society), Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal; (L.C.-L.); (Y.D.); (R.P.F.G.)
- Department of Wood Engineering, Polytechnic University of Viseu, Av. Cor. José Maria Vale de Andrade, 3504-510 Viseu, Portugal
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De Hoyos-Martinez PL, Mendez SB, Martinez EC, Wang DY, Labidi J. Elaboration of Thermally Performing Polyurethane Foams, Based on Biopolyols, with Thermal Insulating Applications. Polymers (Basel) 2024; 16:258. [PMID: 38257057 PMCID: PMC10821512 DOI: 10.3390/polym16020258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 12/30/2023] [Accepted: 01/09/2024] [Indexed: 01/24/2024] Open
Abstract
In this work, biobased rigid polyurethane foams (PUFs) were developed with the aim of achieving thermal and fireproofing properties that can compete with those of the commercially available products. First, the synthesis of a biopolyol from a wood residue by means of a scaled-up process with suitable yield and reaction conditions was carried out. This biopolyol was able to substitute completely the synthetic polyols that are typically employed within a polyurethane formulation. Different formulations were developed to assess the effect of two flame retardants, namely, polyhedral oligomeric silsesquioxane (POSS) and amino polyphosphate (APP), in terms of their thermal properties and degradation and their fireproofing mechanism. The structure and the thermal degradation of the different formulations was evaluated via Fourier Transformed Infrared Spectroscopy (FTIR) and thermogravimetric analysis (TGA). Likewise, the performance of the different PUF formulations was studied and compared to that of an industrial PUF. From these results, it can be highlighted that the addition of the flame retardants into the formulation showed an improvement in the results of the UL-94 vertical burning test and the LOI. Moreover, the fireproofing performance of the biobased formulations was comparable to that of the industrial one. In addition to that, it can be remarked that the biobased formulations displayed an excellent performance as thermal insulators (0.02371-0.02149 W·m-1·K-1), which was even slightly higher than that of the industrial one.
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Affiliation(s)
- Pedro Luis De Hoyos-Martinez
- Chemical and Environmental Engineering Department, University of the Basque Country, Plaza Europa 1, 20018 Donostia-San Sebastián, Spain;
| | - Sebastian Barriga Mendez
- Chemical and Environmental Engineering Department, University of the Basque Country, Plaza Europa 1, 20018 Donostia-San Sebastián, Spain;
| | - Eriz Corro Martinez
- Chemical and Environmental Engineering Department, University of the Basque Country, Otaola Etorbidea 29, 20600 Eibar, Spain;
| | - De-Yi Wang
- IMDEA Materials Institute, C/Eric Kandel, 2, 28906 Getafe, Spain;
- Escuela Politécnica Superior, Universidad Francisco de Vitoria, Ctra. Pozuelo-Majadahonda Km 1800, 28223 Pozuelo de Alarcón, Spain
| | - Jalel Labidi
- Chemical and Environmental Engineering Department, University of the Basque Country, Plaza Europa 1, 20018 Donostia-San Sebastián, Spain;
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Valorization of Pineapple Residues from the Colombian Agroindustry to Produce Cellulose Nanofibers. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12146956] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Cellulose nanofiber is the world’s most advanced biomass material. Most importantly, it is biodegradable. In this work, nanofibers were obtained from pineapple leaves, a large solid waste in Colombia, using a combined extraction method (chemical procedures and ultrasound). The native fibers were bleached, hydrolyzed, treated with ultrasound, and characterized by scanning electron microscopy (SEM), infrared analysis (FTIR), thermogravimetric analysis (TGA), and transmission electron microscopy (TEM). As a comparison, a commercial microcrystalline cellulose sample was analyzed, which demonstrated the efficiency of cellulose extraction. The nanofibers had a diameter and a length of 18 nm and 237 nm, respectively, with a maximum degradation temperature of 306 °C. The analysis showed the efficiency of acid treatment combined with ultrasound to obtain nanofibers and confirmed that pineapple residues can be valorized by this method. These results indicate that lignocellulosic matrices from pineapple leaves have potential application for obtaining polymeric-type composite materials. Due to their morphology and characteristic physical properties, the cellulose nanofibers obtained in this work could be a promising material for use in a wealth of fields and applications such as filter material, high gas barrier packaging material, electronic devices, foods, medicine, construction, cosmetics, pharmacy, and health care, among others.
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Getting Value from Pulp and Paper Industry Wastes: On the Way to Sustainability and Circular Economy. ENERGIES 2022. [DOI: 10.3390/en15114105] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The pulp and paper industry is recognized as a well-established sector, which throughout its process, generates a vast amount of waste streams with the capacity to be valorized. Typically, these residues are burned for energy purposes, but their use as substrates for biological processes could be a more efficient and sustainable alternative. With this aim, it is essential to identify and characterize each type of waste to determine its biotechnological potential. In this context, this research highlights possible alternatives with lower environmental impact and higher revenues. The bio-based pathway should be a promising alternative for the valorization of pulp and paper industry wastes, in particular for bioproduct production such as bioethanol, polyhydroxyalkanoates (PHA), and biogas. This article focuses on state of the art regarding the identification and characterization of these wastes, their main applied deconstruction technologies and the valorization pathways reported for the production of the abovementioned bioproducts.
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