7,471
Views
3
CrossRef citations to date
0
Altmetric
Reviews

A review of recent infrared spectroscopy research for paper

, , &

Abstract

For many centuries, paper is the main material for recording cultural achievements all over the world. Infrared (IR) spectroscopy is an essential analytical tool for the structural analysis of paper and pulp chemistry. This review article introduced recent technical and scientific reports in terms of IR spectroscopy in the paper science and application, where interest had increased during the last couple decades (2000–2022). Five parts were described according to the application of IR spectroscopy: the analysis of cellulose and its derivatives, estimation the date of documents, identification the origins of fiber or paper, specification the chemical and physical properties of paper, and characterization the new materials of paper.

1. Introduction

Papermaking is considered to have originated in China.[Citation1] Since its invention, paper has covered almost every aspect of people’s life, including books, historical calligraphy, banknotes, invoices, suicide notes, tissues, and more. Because of the universality of its applications, paper as a carrier contains huge amount of information. Thus, paper is used as a key research object in archaeological traceability,[Citation2] cultural dissemination,[Citation3] forensic identification[Citation4] and other fields.

At first, paper is produced from tree bark and plant fibers, as well as from old rags and fishing nets. And then the paper is made from cellulose and hemicellulose from wood.[Citation5] Today, in order to satisfy the paper demands (for instance: whiteness, brightness, hardness, thickness, etc.) of various industries,[Citation6] in the process of papermaking, chemical compounds are involved, like sodium sulfide (Na2S) or sodium hydroxide (NaOH), chlorine oxide (Cl2O), calcium carbonate (CaCO3), kaolinite (Al2 (Si2O5) (OH)4), ozone or oxygen along with metallic oxides, etc.[Citation7] This leads to the complexity of paper product research, which not only needs to consider the impact of the external environment,[Citation8] but also involves the internal chemical composition of paper products.[Citation9]

Infrared (IR) spectroscopy, has rapid, accurate, and nondestructive characteristics,[Citation10,Citation11] not only shows great potential in the quality evaluation of agricultural products, pharmaceutical, soil, petrochemical, and the material assessment, but also presents major importance in the analysis of paper.[Citation1,Citation12] Some researchers have reviewed IR spectroscopy research concerning paper products. A broad range of application from the 1980 to 2001 into pulp and paper materials, components and processed by infrared and Raman spectroscopy has been reviewed.[Citation13] Near-IR (NIR) applications for wood or paper science and industry were introduced, most of which have been published in latter half of the 1990s and the early 2000s.[Citation14] However, there is a lack of review research on IR in paper since 2000s.

The aim of the present review is to point out and focus on the paper researches regarding the use of IR spectroscopy. Five parts are presented in this survey: the analysis of cellulose and its derivatives, estimation the date of documents, identification the origins of fiber or paper, specification the chemical and physical properties of paper, and characterization the new materials of paper.

2. Content

2.1. The analysis of cellulose and its derivatives

Paper is a multi-component material, is mainly composed of cellulose, hemicellulose, and lignin, but can also include additives, such as starch, minerals, and synthetic polymers. Deterioration of paper is also caused by multiple factors: heat, light, acid hydrolysis, oxidative agent, even the presence of micro-organisms.[Citation15] IR spectroscopy plays an important role in observing the chemical changes occurring within the paper deterioration processes. Most of the researches focused on the mid-IR (MIR),[Citation16–24] only few of them use NIR.[Citation25] The related studies were summarized in .

Table 1. Studies on the degradation or aging of paper by IR spectroscopy.

During the aging process of paper, displayed the Fourier transform-IR (FT-IR) spectra of hydro-thermally degradation (humidity 100%, temperature 100 °C). The reaction was monitored mainly based on C = O stretching vibrations formed during the process of carbonyl compounds (1665 and 1739 cm−1); some changes in C = C stretching vibrations were also noticed at 1694 cm−1; as well as re-arrangement of existing hydrogen bond network (at 1640 cm−1).[Citation17] Besides, crystallinity might be expected to change and, as a result of oxidation, carbonyl and carboxyl groups were formed, which were visible in the MIR spectra. Pointed that the changes in the structure of cellulose that took place first followed by the modifications in fillers.[Citation16] Transformer paper aged in mineral oil was performed. FT-IR results showed that the peak absorption intensity of the O-H decreased but the C-H and C = O increased with aging.[Citation18] O-H groups in the amorphous, semi-crystalline and two types of crystalline regions of cellulose were identified in the NIR spectral range from 7200 to 6000 cm−1 by using a deuterium exchange method.[Citation25]

Figure 1. FT-IR spectra of hydrothermally degradation (humidity 100%, temperature = 100 °C). Sample: (a) starting sample; (b) after 2 days; (c) after 8 days; (d) after 10 days; (e) after 12 days; (f) after 15 days. Figure modified from[Citation17] with permissions of Elsevier.

Figure 1. FT-IR spectra of hydrothermally degradation (humidity 100%, temperature = 100 °C). Sample: (a) starting sample; (b) after 2 days; (c) after 8 days; (d) after 10 days; (e) after 12 days; (f) after 15 days. Figure modified from[Citation17] with permissions of Elsevier.

Paper manuscript is subjected to numerous degradation factors affecting their conservation state. Some researches represented an attempt to evaluate the conservation restoration process after several treatments, such as: the alkaline, the aqueous de-acidification, the application of bookkeeper reagents, and the microorganism.

Four restored Moroccan manuscript papers were employed to assess the aging process in the aqueous de-acidification treatment. The alteration of hydrogen bond network (3000–3600 cm−1); the desorption of paper residual water (1641–1647 cm−1); the significantly decreased of the crystallinity of cellulose (1425, 1370, 900 cm−1), indicating the effectiveness of de-acidification procedure proved by the rise of the alkaline reserve content allowing the long-term preservation of paper.[Citation19,Citation20] The application of Bookkeeper reagents caused significant changes mostly in the region of 3700 cm−1, assigned to the coordination of stretching vibrations of OH groups coordinated with Mg2+. With the relative humidity and the rise of temperature, accelerating the transformation of carbonyls to carboxylates from 1740–1720 and 1630–1650 cm−1.[Citation21] Compared with the conventional transformer oil/kraft paper system, the natural ester fluid had greater affinity for water, could modify the cellulose structure by transesterification.[Citation22] Besides, while exploring the influence of oxidation and paper aging in the formation of paper stains, it was stated that the foxing phenomenon was related to a strong oxidation of the cellulose chain. Carbonyl content varied between samples treated with iron (III) and (II) ions, especially in the relation with the kind of aging.[Citation23]

From the above researches, the process of paper degradation has been modeled as a combination of cellulose acidic hydrolysis, oxidation, and the presence of micro-organisms.[Citation24] During the aging process, it was found through the analysis of IR spectroscopy: the significantly decreased of the crystallinity of cellulose,[Citation16,Citation20,Citation26] the hydrogen bond has changed,[Citation17,Citation18,Citation20,Citation26] C = O stretching vibrations formed during the process of carbonyl compounds.[Citation16–18] Especially, pointed that the changes in the structure of cellulose that took place first followed by the modifications in fillers.[Citation16]

2.2. Estimation the date of documents

Document dating is still a major challenge in many examination fields. There are some researches in the exploration of the document dating (). At first, simulated the aging process in the form of artificial aging, by building the model between artificial aging time and spectra, and then predicted the artificial time. For instance, FT-IR and NIR have been used to characterize the aging of cellulose paper, gave a correlation of 0.99 between the spectra and aging time, with an error of prediction of 95 h for samples up to 3000 h of aging.[Citation27] The correlation lines between the functional groups (3329, 2922, 2854, and 1745 cm−1) and the average number of chain scissions of transformer paper were built to predict the degree of aging.[Citation18]

Table 2. Studies on the estimation of the paper date by IR techniques.

Recently, with the development of instruments and computers, more and more information could be obtained from IR spectra and algorithms. Some researchers have established the relationship between the natural aging time and the IR spectra. The chemical characteristics of rice paper, pigments, and seals on Chinese calligraphies and paintings were studied. This could be the base of estimating the age of rice paper according to the FT-IR differentiated.[Citation26] FT-IR was employed to estimate the date of documents from different years (). Partial least squares regression (PLSR) models were built by employing generalized least squares weighting (GLSW) and orthogonal least squares filters (OSC). Although the inorganic compounds were still influencing the models, acceptable values for root mean square error of prediction (RMSEP) were around 4 years.[Citation28,Citation29] Similar conclusion was acquired in our previous study, FT-IR spectra of journals dated from 1940 to 1980 were collected, and the recognition accuracy was 99.26%. The selected variables were mostly focused on cellulose and inorganic components.[Citation30] In order to improve the interpretability of the model, convolutional neural network (CNN) was employed, with the accuracy 98.77%. The active variables from CNN model was concentrated on the 1700–1400 cm−1, corresponding to the cellulose crystallinity, which was consisted with the aging processing by other techniques.[Citation31]

Figure 2. The chemometric approaches for document dating. Figure taken from[Citation28] with permissions of Elsevier.

Figure 2. The chemometric approaches for document dating. Figure taken from[Citation28] with permissions of Elsevier.

The above studies demonstrated the potential of IR spectroscopy and chemometrics to assess the date of documents. This is extremely important because the method can estimate the date of the documents even doesn’t know the chemical compositions of paper. It can provide the prospect of implementing advanced analytical methodologies in scientific police laboratories.

2.3. Specification the chemical or physical properties of paper

In actual production, the performance of paper, which is determined by its chemical and physical properties, directly affects the quality of print products. Therefore, it is essential to measure the chemical or physical properties of paper. Related researches were summed up in .

Table 3. Studies on the chemical or physical properties of paper by IR techniques.

About the chemical properties, the deconvolution of FT-IR spectra from old and modern Japanese papers enabled the recognition of hemicelluloses, chemical pulps, inorganic fillers and lignin.[Citation32] Otherwise, the addition of cationic starch and resin adhesives improved the mechanical properties of paper. FT-NIR spectra were most varied in bands of 4283, 4400, 4742, and 4808 cm−1, which corresponded to C-H, and O-H functional groups of cellulose and hemicellulose.[Citation33] For the degree of polymerization (DP), NIR combined with PLSR to predict the DP of the paper, and the RMSEP was 83.[Citation34] And for the molecular deformation of wood and paper. Peak positions of both bands at 6286 ± 5 cm−1 and 6470 ± 10 cm−1 were linearly correlated with strain levels, suggested that it might be possible to predict stress levels in cellulose materials nondestructively by using NIR.[Citation35] With the use of a considerable sample set, combined with PLSR algorithm (), the coefficient of determination (R2) of ash content, lignin content, DP of cellulose, and pH were all above 0.96, only the R2 of aluminum was about 0.87.[Citation36]

Figure 3. PLS calibrations for estimation of ash content, lignin content, pH, DP, and aluminum content of historical paper. Reprinted (adapted) with permission from[Citation36]. Copyright (2007) American Chemical Society.

Figure 3. PLS calibrations for estimation of ash content, lignin content, pH, DP, and aluminum content of historical paper. Reprinted (adapted) with permission from[Citation36]. Copyright (2007) American Chemical Society.

As for the physical properties, the potential of NIR to determine the key properties of rice straw pulp has been evaluated. Out of the five paper properties considered, the correlation was strong for four of them (breaking length, stretch, tear index and brightness), with the R2 of cross-validation close to 1.00.[Citation37] It was discovered that the elevated loading degree increased the IR absorption, and reduced the tensile strength of the paper. The PLS analysis showed the ATR-FTIR data were strongly correlated with the degree of loading (R2 = 0.99, RMSEP = 1.22).[Citation38] For moisture, the observed measurement error was 2.90% in the first-time calibrations at the 95% confidence level. And error could be reduced to under 0.50% by applying traceable methods in the basic calibration.[Citation39] For the study of bacterial cellulose wet membranes and physical properties by IR and thermal analysis, with the increasing dosage of bacterial fibers, the properties of tensile index, tear index, burst index, and stiffness greatly improved, while the porosity and the relative water absorption decreased. Expected that bacterial cellulose may partly replace plant fiber in the pulp and paper industry, as a green energy-saving material.[Citation40]

2.4. Identification the origin of fiber or paper

The possibility to discriminate the paper can be of considerable importance in questioned document examinations. The analysis of paper can help to connect or relate different documents. Document frauds can be carried out substituting a page of an agreement without the consent of all parties.[Citation41] In this instance, identification of the origin of the fiber or paper would be a strong point to support or exclude forgery. Related studies were summarized in .

Table 4. Studies on the identification of fibers or papers by IR techniques.

19 similar types of office paper were characterized by FT-IR to individuate the most discriminating features that could be measured by these techniques, all the samples could be differentiated.[Citation41] In the application of FT-IR technique in the discrimination of 15 types of paper, PLS-LDA and LS-SVM were effective with 100% classification accuracy.[Citation42] 24 types of office paper brands were subjected to ATR-FTIR from 400–4000 cm−1, results displayed that the accuracy (99.64%) was better achieved by principal component analysis (PCA) rather than matching spectra peaks (97.83%).[Citation43] 20 samples were divided into many sample pairs, and all the possible samples pairs could be discriminated according to the difference of ultraviolet–visible-NIR (UV-VIS-NIR) spectral peaks.[Citation44] A portable NIR could categorize the eight types of printer paper.[Citation45] Six document papers were classified by the MIR (2500–4000 cm−1) and NIR (4000–9000 cm−1). It was found that MIR had higher discriminative ability than the NIR.[Citation46] For the identification of paper finishes, the k-nearest neighbors (kNN) method provided a nearly 100% accuracy for paper samples with different finishes, even could classify the coated samples into three subgroups.[Citation47]

Except for forged documents, the number of counterfeit banknotes in the world is increasing every year. It is much easier to forge banknote with a similar visual characteristic as the original than to produce a banknote with the identical chemical composition as the original. Therefore, it is necessary to do chemical analysis for distinguishing the genuine and counterfeit banknote. Wherein, FT-IR spectroscopy is a great solution to confirm the chemical components on banknote, and then quickly identify the counterfeit banknotes.

FT-IR spectra of counterfeit banknote showed almost identical peak positions regardless of the part of the banknote, while the peaks of genuine banknote pointed to different processes in the original production indicating several printing processes and different materials being applied (). CaCO3 commonly used as a filler in the papermaking industry which was not used in the production of banknote paper. Therefore, the absorption peaks of CaCO3 (2900, 1500–1250 and 875 cm−1, circled by the blue ellipses in ) could be an indicator to confirm the counterfeit banknote.[Citation48] Otherwise, the differences between the spectra of forged and genuine notes were observed in the O-H (3500 cm−1), C-H (2900 cm−1) and C = O (1750 cm−1) regions of the MIR spectra recorded for the polymer film covering the holographic strip.[Citation49] By using low resolution multi-spectral images (400–1000 nm), provided 99.80% classification accuracy for genuine banknotes and 100% detection accuracy for counterfeit banknotes.[Citation50] For authentic banknotes and counterfeits, successive projections algorithm (SPA) combined with linear discriminant analysis (LDA) could correctly classify into their respective class by pro-NIR.[Citation51] Analyzed the genuine and confiscated counterfeit Malaysian banknotes, ATR-FTIR showed marked differences in the spectra, particularly in the region of 1800–650 cm−1. PCA and PLS-discriminant analysis (PLS-DA) also could discriminate successfully.[Citation52] Both hardware and software components were described to detect counterfeit and the value of Euro banknotes. The effectiveness of the proposed solution has been properly tested on a dataset composed by genuine and fake Euro banknotes provided by Italy’s central bank.[Citation53] A research approach was presented for detecting material differences in historical banknotes. The changes experienced by the paper substrates during micro fade testing also provided a way for discriminating between two groups of banknotes.[Citation54]

Figure 4. FT-IR spectra of 200 Euro banknote (back side). (a) The spectra of a counterfeit banknote; (b) the spectra of a genuine banknote. Modified by the figure in[Citation48].

Figure 4. FT-IR spectra of 200 Euro banknote (back side). (a) The spectra of a counterfeit banknote; (b) the spectra of a genuine banknote. Modified by the figure in[Citation48].

Figure 5. FT-IR spectra of paper substrate of a counterfeit (red line), and genuine (black line) 200 Euro banknote. Modified by the figure in[Citation48].

Figure 5. FT-IR spectra of paper substrate of a counterfeit (red line), and genuine (black line) 200 Euro banknote. Modified by the figure in[Citation48].

2.5. Characterization the related materials of paper

Chemical structural fragments of molecules tend to absorb IR radiation in the same frequency range regardless of the structure of the rest of the molecule that the functional group is in. This correlation between the structure of a molecule and the frequencies at which it absorbs IR radiation allows the structure of unknown molecules to be identifies and structural or chemical changes of the molecule to be followed.[Citation55] That’s why IR is particularly suitable for the characterization of paper materials. Studies on the characterization of related paper materials by IR techniques were compiled in .

Table 5. Studies on the characterization of related paper materials by IR techniques.

The paper, covered by new produced coatings which were characterized by using NIR and MIR, had high hydrophobicity.[Citation1] FT-IR was employed to confirm the generation of aldehyde groups. The oxidized cellulose nanocrystal (CNC) was used as a strength additive to paper, and the results indicated that both the dry and wet tensile index were improved with the oxidized CNC.[Citation56] The chemistry and the thickness of the cellulose films were analyzed by FT-IR. Results displayed that the model system enabled the evaluation of different bonding mechanisms discussed in pulp and paper research.[Citation57] FT-IR was utilized to confirm whether the silver nano-particles (Ag NPs) were immobilized onto the CNC. Experimental results demonstrated that the coated paper made from the Ag NPs-loaded CNC nano-composites exhibited a high effectiveness of the antibacterial activity.[Citation58,Citation59] The poly-dopamine-loaded cellulose fiber (PLCF) was used as raw material to make photocatalytic paper. The loading of PLCF was verified by IR. As observed, it was confirmed that the occurrence of PLCF significantly improved the photocatalytic performance of paper.[Citation60] The new insulation paper was prepared by the modified CNC. The tensile index, breakdown strength and DP of insulation paper containing modified CNC was increased than the reference one.[Citation61]

2.6. Other related research

In addition to the researches described above, there are some other related studies (), including the reuse of waste paper,[Citation62,Citation63] the visualization of adhesives and varnish on the printed paper,[Citation64] and research on the penetration of the sizing chemicals in paper.[Citation65]

Table 6. Studies on the other paper-related researches by IR techniques.

Water-soluble and organic-soluble cyanoethyl cellulose (CEC) could synthesize from waste paper, which provided an alternative to paper recycling.[Citation62] CNC was isolated from office waste paper using an alkali solution and a subsequent acid hydrolysis process. FT-IR and XRD results illustrated that ink and calcite were almost totally removed after alkali treatments. The crystallinity index value increased with respect to initial office waste paper.[Citation63] Compared with the conventional methods, NIR-HIS at wavelength of 1.0–2.35 um was proposed as a new method to visualize the adhesives and varnish on the printed paper.[Citation64] A study on the penetration of the sizing chemicals in paper was carried out by using FT-IR. It was possible to detect the presence of the copolymers on the paper top surfaces, despite the application of only small amounts of these chemicals in the surface sizing.[Citation65]

3. Summary and outlook

This review introduced the application of IR techniques in paper, mainly mentioned five aspects according to the different fields of application, and finally gave a deeper perspective on the trends of the development on the IR spectra in the application of paper. We hope that this paper will help researchers develop new efficient methods to address the exiting problems of paper, which could significantly promote the development of IR techniques.

Disclosure statement

The authors declare no conflict of interest.

Additional information

Funding

FundingThis work was supported by Key research and development program in Xinjiang Uygur Autonomous Region (2022B03002-2).

References

  • Ackerman, A. H.; Hurtubise, R. J. Methods for Coating Filter Paper for Solid-Phase Microextraction with Luminescence Detection and Characterization of the Coated Filter Paper by Infrared Spectrometry. Anal. Chim. Acta 2002, 474, 77–89. doi:10.1016/S0003-2670(02)01002-4
  • Bitossi, G.; Giorgi, R.; Mauro, M.; Salvadori, B.; Dei, L. Spectroscopic Techniques in Cultural Heritage Conservation: A Survey. Appl. Spectrosc. Rev. 2005, 40, 187–228. doi:10.1081/ASR-200054370
  • Manso, M.; Carvalho, M. L. Application of Spectroscopic Techniques for the Study of Paper Documents: A Survey. Spectrochim. Acta B: At. Spectrosc. 2009, 64, 482–490. doi:10.1016/j.sab.2009.01.009
  • Gunn, A.; Pitt, S. J. Review Paper Microbes as Forensic Indicators. Trop. Biomed. 2012, 29, 311–330.
  • Marco, . L. East Asian Paintings: Materials, Structures and Deterioration Mechanisms. Studies in Conservation 2009, 54(3),185–187. doi:10.1179/sic.2009.54.3.185.
  • Alava, M.; Niskanen, K. The Physics of Paper. Rep. Prog. Phys. 2006, 69, 669–723. doi:10.1088/0034-4885/69/3/R03
  • Nery, E. W.; Kubota, L. T. Sensing Approaches on Paper-based Devices: A Review. Analytical and bioanalytical chemistry 2013, 405, 7573–7595.
  • Choi, D.: Thorpe, J. L.; Hanna, R. B. Image Analysis to Measure Strain in Wood and Paper. Wood Science and Technology 1991, 25, 251–262.
  • Calcerrada, M.; Garcia-Ruiz, C. Analysis of Questioned Documents: A Review. Anal. Chim. Acta 2015, 853, 143–166. doi:10.1016/j.aca.2014.10.057
  • Ng, L. M.; Simmons, R. Infrared Spectroscopy. Analytical Chemistry 1999, 71, 343–350.
  • Arrigone, G. M.; Hilton, M. Theory and Practice in Using Fourier Transform Infrared Spectroscopy to Detect Hydrocarbons in Emissions from Gas Turbine Engines. Fuel 2005, 84, 1052–1058.
  • Kim, S. H.; Lee, C. M.; Kafle, K. Characterization of Crystalline Cellulose in Biomass: Basic Principles, Applications, and Limitations of XRD, NMR, IR, Raman, and SFG. Korean Journal of Chemical Engineering 2013, 30, 2127–2141.
  • Workman, J. J. Infrared and Raman Spectroscopy in Paper and Pulp Analysis. Appl. Spectrosc. Rev. 2001, 36, 139–168. doi:10.1081/ASR-100106154
  • Tsuchikawa, S. A Review of Recent Near Infrared Research for Wood and Paper. Appl. Spectrosc. Rev. 2007, 42, 43–71. doi:10.1080/05704920601036707
  • Area, M.; Cheradame, H. Paper Aging and Degradation: Recent Findings and Research Methods. BioResources 2011, 6, 5607–5637.
  • Zięba-Palus, J.; Wesełucha-Birczyńska, A.; Trzcińska, B.; Kowalski, R.; Moskal, P. Analysis of Degraded Papers by Infrared and Raman Spectroscopy for Forensic Purposes. J. Mol. Struct. 2017, 1140, 154–162. doi:10.1016/j.molstruc.2016.12.012
  • Proniewicz, L. M.; Paluszkiewicz, C.; Wesełucha-Birczyńska, A.; Barański, A.; Dutka, D. FT-IR and FT-Raman Study of Hydrothermally Degraded Groundwood Containing Paper. J. Mol. Struct. 2002, 614, 345–353. doi:10.1016/S0022-2860(02)00275-2
  • Munajad, A.; Subroto, C.; Suwarno. Fourier Transform Infrared (FTIR) Spectroscopy Analysis of Transformer Paper in Mineral Oil-Paper Composite Insulation under Accelerated Thermal Aging. Energies 2018, 11, 364. doi:10.3390/en11020364
  • Hajji, L.; Boukir, A.; Assouik, J.; Lakhiari, H.; Kerbal, A.; Doumenq, P.; Mille, G.; De Carvalho, M. L. Conservation of Moroccan Manuscript Papers Aged 150, 200 and 800 Years. Analysis by Infrared Spectroscopy (ATR-FTIR), X-Ray Diffraction (XRD), and Scanning Electron Microscopy Energy Dispersive Spectrometry (SEM-EDS). Spectrochim. Acta A Mol. Biomol. Spectrosc. 2015, 136, 1038–1046. doi:10.1016/j.saa.2014.09.127
  • Hajji, L.; Boukir, A.; Assouik, J.; Pessanha, S.; Figueirinhas, J. L.; Carvalho, M. L. Artificial Aging Paper to Assess Long-Term Effects of Conservative Treatment. Monitoring by Infrared Spectroscopy (ATR-FTIR), X-Ray Diffraction (XRD), and Energy Dispersive X-Ray Fluorescence (EDXRF). Microchem. J. 2016, 124, 646–656. doi:10.1016/j.microc.2015.10.015
  • Polovka, M.; Polovková, J.; Vizárová, K.; Kirschnerová, S.; Bieliková, L.; Vrška, M. The Application of FTIR Spectroscopy on Characterization of Paper Samples, Modified by Bookkeeper Process. Vib. Spectrosc. 2006, 41, 112–117. doi:10.1016/j.vibspec.2006.01.010
  • Rapp, K. J.; Mcshane, C. P.; Luksich, J. Interaction Mechanisms of Natural Ester Dielectric Fluid and Kraft Paper. Proceedings of the IEEE International Conference on Dielectric Liquids, 2005. ICDL 2005, 2005.
  • Bicchieri, M.; Ronconi, S.; Romano, F. P.; Pappalardo, L.; Corsi, M.; Cristoforetti, G.; Legnaioli, S.; Palleschi, V.; Salvetti, A.; Tognoni, E. Study of Foxing Stains on Paper by Chemical Methods, Infrared Spectroscopy, Micro-X-Ray Fluorescence Spectrometry and Laser Induced Breakdown Spectroscopy. Spectrochim. Acta B: At. Spectrosc. 2002, 57, 1235–1249. doi:10.1016/S0584-8547(02)00056-3
  • Strlič, M.; Kolenc, J.; Kolar, J.; Pihlar, B. Enthalpic Interactions in Size Exclusion Chromatography of Pullulan and Cellulose in LiCl–N,N-Dimethylacetamide. J. Chromatogr. A 2002, 964, 47–54. doi:10.1016/s0021-9673(02)00591-5
  • Yonenobu, H.; Tsuchikawa, S.; Sato, K. Near-Infrared Spectroscopic Analysis of Aging Degradation in Antique Washi Paper Using a Deuterium Exchange Method. Vib. Spectrosc. 2009, 51, 100–104. doi:10.1016/j.vibspec.2008.11.001
  • Na, N.; Ouyang, Q.-M.; Ma, H.; Ouyang, J.; Li, Y. Non-Destructive and In Situ Identification of Rice Paper, Seals and Pigments by FT-IR and XRD Spectroscopy. Talanta 2004, 64, 1000–1008. doi:10.1016/j.talanta.2004.04.025
  • Ali, M.; Emsley, A. M.; Herman, H.; Heywood, R. J. Spectroscopic Studies of the Ageing of Cellulosic Paper. Polymer 2001, 42, 2893–2900. doi:10.1016/S0032-3861(00)00691-1
  • Silva, C. S.; Pimentel, M. F.; Amigo, J. M.; Garcia-Ruiz, C.; Ortega-Ojeda, F. Chemometric Approaches for Document Dating: Handling Paper Variability. Anal. Chim. Acta 2018, 1031, 28–37. doi:10.1016/j.aca.2018.06.031
  • Silva, C. S.; Pimentel, M. F.; Amigo, J. M.; Garcia-Ruiz, C.; Ortega-Ojeda, F. Infrared Spectroscopy and Chemometrics to Evaluate Paper Variability in Document Dating. Spectrosc. Eur. 2018, 30, 12–15.
  • Xia, J.; Huang, Y.; Zhang, J.; Du, X.; Yan, H.; Li, Q.; Li, Y.; Xiong, Y.; Min, S. Development of a Chemometric Methodology Based on FTIR Spectra for Paper Dating. Cellulose 2020, 27, 5323–5335. doi:10.1007/s10570-019-02892-1
  • Xia, J.; Du, X.; Xu, W.; Wei, Y.; Xiong, Y.; Min, S. Non-Destructive Analysis the Dating of Paper Based on Convolutional Neural Network. Spectrochim. Acta A Mol. Biomol. Spectrosc. 2021, 248, 119290. doi:10.1016/j.saa.2020.119290
  • Calvini, P.; Gorassini, A.; Chiggiato, R. Fourier Transform Infrared Analysis of Some Japanese Papers. Restaurator 2006, 27, 81–89. doi:10.1515/REST.2006.81
  • Sandak, A.; Jaszczur, A.; Sandak, J.; Modzelewska, I. Near Infrared Assessment of Biodegradability and Mechanical Properties of Paper Made of Cellulose Sulfate Bleached Coniferous Pulp with Addition of Cationic Starch and Resinous Adhesive. Int. Biodeterior. Biodegrad. 2015, 97, 31–39. doi:10.1016/j.ibiod.2014.09.019
  • Dos Santos, E. O.; Silva, A. M. S.; Fragoso, W. D.; Pasquini, C.; Pimentel, M. F. Determination of Degree of Polymerization of Insulating Paper Using Near Infrared Spectroscopy and Multivariate Calibration. Vib. Spectrosc. 2010, 52, 154–157. doi:10.1016/j.vibspec.2009.12.004
  • Guo, F.; Altaner, C. M. Molecular Deformation of Wood and Cellulose Studied by Near Infrared Spectroscopy. Carbohydr. Polym. 2018, 197, 1–8. doi:10.1016/j.carbpol.2018.05.064
  • Trafela, T.; Strlic, M.; Kolar, J.; Lichtblau, D. A.; Anders, M.; Mencigar, D. P.; Pihlar, B. Nondestructive Analysis and Dating of Historical Paper Based on IR Spectroscopy and Chemometric Data Evaluation. Anal. Chem. 2007, 79, 6319–6323. doi:10.1021/ac070392t
  • Moral, A.; Cabeza, E.; Aguado, R.; Tijero, A. Relating Near Infrared Spectra of Oryza sativa Pulps to Paper Mechanical Strength and Brightness. Ind. Crops Prod. 2016, 89, 493–497. doi:10.1016/j.indcrop.2016.04.009
  • Chia, C. H.; Zakaria, S.; Nguyen, K. L.; Dang, V. Q.; Duong, T. D. Characterization of Magnetic Paper Using Fourier Transform Infrared Spectroscopy. Mater. Chem. Phys. 2009, 113, 768–772. doi:10.1016/j.matchemphys.2008.08.059
  • Kangasrääsiö, J. Improving the Integrity of IR Based Online Moisture Measurement Used in the Paper and Board Industry. Measurement 2011, 44, 1937–1944. doi:10.1016/j.measurement.2011.08.024
  • Gao, W.-H.; Chen, K.-F.; Yang, R.-D.; Yang, F.; Han, W.-J. Properties of Bacterial Cellulose and Its Influence on the Physical Properties of Paper. BioRes 2011, 6 (1), 144–153. doi:10.15376/biores.6.1.144-153
  • Causin, V.; Marega, C.; Marigo, A.; Casamassima, R.; Peluso, G.; Ripani, L. Forensic Differentiation of Paper by X-Ray Diffraction and Infrared Spectroscopy. Forensic Sci. Int. 2010, 197, 70–74. doi:10.1016/j.forsciint.2009.12.056
  • Xia, J.; Zhang, J.; Zhao, Y.; Huang, Y.; Xiong, Y.; Min, S. Fourier Transform Infrared Spectroscopy and Chemometrics for the Discrimination of Paper Relic Types. Spectrochim. Acta A Mol. Biomol. Spectrosc. 2019, 219, 8–14. doi:10.1016/j.saa.2018.09.059
  • Kumar, R.; Kumar, V.; Sharma, V. Fourier Transform Infrared Spectroscopy and Chemometrics for the Characterization and Discrimination of Writing/Photocopier Paper Types: Application in Forensic Document Examinations. Spectrochim. Acta A Mol. Biomol. Spectrosc. 2017, 170, 19–28. doi:10.1016/j.saa.2016.06.042
  • Causin, V.; Casamassima, R.; Marruncheddu, G.; Lenzoni, G.; Peluso, G.; Ripani, L. The Discrimination Potential of Diffuse-Reflectance Ultraviolet-Visible-Near Infrared Spectrophotometry for the Forensic Analysis of Paper. Forensic Sci. Int. 2012, 216, 163–167. doi:10.1016/j.forsciint.2011.09.015
  • Sugawara, S.; Huck, C. W. Preliminary Study on Using Near-Infrared Spectroscopy at 1.6–2.4 µm for Document Examination. Infrared Phys. Technol. 2020, 105, 103212. doi:10.1016/j.infrared.2020.103212
  • Kher, A.; Stewart, S.; Mulholland, M. Forensic Classification of Paper with Infrared Spectroscopy and Principal Components Analysis. J. Near Infrared Spectrosc. 2005, 13, 225–229. doi:10.1255/jnirs.540
  • Canals, T.; Riba, J.; Cantero, R.; Cansino, J.; Domingo, D.; Iturriaga, H. Characterization of Paper Finishes by Use of Infrared Spectroscopy in Combination with Canonical Variate Analysis. Talanta 2008, 77, 751–757. doi:10.1016/j.talanta.2008.07.059
  • Itrić, K.; Vukoje, M.; Banić, D. FT-IR Spectroscopy as a Discrimination Method for Establishing Authenticity of Euro Banknotes. Acta Graph. 2018, 29, 27–30. doi:10.25027/agj2017.28.v29i2.156
  • Sonnex, E.; Almond, M. J.; Baum, J. V.; Bond, J. W. Identification of Forged Bank of England pound20 Banknotes Using IR Spectroscopy. Spectrochim. Acta A Mol. Biomol. Spectrosc. 2014, 118, 1158–1163. doi:10.1016/j.saa.2013.09.115
  • Baek, S.; Choi, E.; Baek, Y.; Lee, C. Detection of Counterfeit Banknotes Using Multispectral Images. Digit. Signal Process. 2018, 78, 294–304. doi:10.1016/j.dsp.2018.03.015
  • Da Silva Oliveira, V.; Honorato, R. S.; Honorato, F. A.; Pereira, C. F. Authenticity Assessment of Banknotes Using Portable Near Infrared Spectrometer and Chemometrics. Forensic Sci. Int. 2018, 286, 121–127. doi:10.1016/j.forsciint.2018.03.001
  • Ajid, N. F. D.; Keat How, F.; Mahat, N. A.; Desa, W. N. S. M.; Kamaluddin, M. R.; Mohamed Huri, M. A.; Maarof, H.; Ismail, D. Counterfeit One Hundred Malaysian Ringgit Banknotes Discrimination Using Chemical Imaging Inspection and Pattern Recognition. Aust. J. Forensic Sci. 2022, 54 (5), 695–709. doi:10.1080/00450618.2021.1892187
  • Bruna, A.; Farinella, G. M.; Guarnera, G. C.; Battiato, S. Forgery Detection and Value Identification of Euro Banknotes. Sensors (Basel) 2013, 13, 2515–2529. doi:10.3390/s130202515
  • Del Hoyo-Meléndez, J. M.; Gondko, K.; Mendys, A.; Król, M.; Klisiſska-Kopacz, A.; Sobczyk, J.; Jaworucka-Drath, A. A Multi-Technique Approach for Detecting and Evaluating Material Inconsistencies in Historical Banknotes. Forensic Sci. Int. 2016, 266, 329–337. doi:10.1016/j.forsciint.2016.06.018
  • Ng, L. M.; Simmons, R. Infrared Spectroscopy. Anal. Chem. 1999, 71, 343–350. doi:10.1021/a1999908r
  • Sun, B.; Hou, Q.; Liu, Z.; Ni, Y. Sodium Periodate Oxidation of Cellulose Nanocrystal and Its Application as a Paper Wet Strength Additive. Cellulose 2015, 22, 1135–1146. doi:10.1007/s10570-015-0575-5
  • Rohm, S.; Hirn, U.; Ganser, C.; Teichert, C.; Schennach, R. Thin Cellulose Films as a Model System for Paper Fibre Bonds. Cellulose 2014, 21, 237–249. doi:10.1007/s10570-013-0098-x
  • Li, Z.; Zhang, M.; Cheng, D.; Yang, R. Preparation of Silver Nano-Particles Immobilized onto Chitin Nano-Crystals and Their Application to Cellulose Paper for Imparting Antimicrobial Activity. Carbohydr. Polym. 2016, 151, 834–840. doi:10.1016/j.carbpol.2016.06.012
  • Haider, A.; Haider, S.; Kang, I. K.; Kumar, A.; Kummara, M. R.; Kamal, T.; Han, S. S. A Novel Use of Cellulose Based Filter Paper Containing Silver Nanoparticles for Its Potential Application as Wound Dressing Agent. Int. J. Biol. Macromol. 2018, 108, 455–461. doi:10.1016/j.ijbiomac.2017.12.022
  • Qin, Z.; Liu, W.; Chen, H.; Chen, J.; Wang, H.; Song, Z. Preparing Photocatalytic Paper with Improved Catalytic Activity by in Situ Loading Poly-Dopamine on Cellulose Fibre. Bull. Mater. Sci. 2019, 42, 54. doi:10.1007/s12034-019-1736-1
  • Chen, Q.; Kang, M.; Xie, Q.; Wang, J. Effect of Melamine Modified Cellulose Nanocrystals on the Performance of Oil-Immersed Transformer Insulation Paper. Cellulose 2020, 27, 7621–7636. doi:10.1007/s10570-020-03305-4
  • Joshi, G.; Naithani, S.; Varshney, V. K.; Bisht, S. S.; Rana, V. Potential Use of Waste Paper for the Synthesis of Cyanoethyl Cellulose: A Cleaner Production Approach towards Sustainable Environment Management. J. Clean. Prod. 2017, 142, 3759–3768. doi:10.1016/j.jclepro.2016.10.089
  • Orue, A.; Santamaria-Echart, A.; Eceiza, A.; Peña-Rodriguez, C.; Arbelaiz, A. Office Waste Paper as Cellulose Nanocrystal Source. J. Appl. Polym. Sci. 2017, 134, 45257. doi:10.1002/app.45257
  • Sugawara, S.; Sugizaki, S.; Nakayama, Y.; Taniguchi, H.; Ishimaru, I. Preliminary Study for Detection of Adhesive on a Painted Ceramic Plate and Varnish on Printed Paper Using Near-Infrared Hyperspectral Imaging at Wavelengths of 1.0–2.35 µm. Infrared Phys. Technol. 2021, 117, 103809. doi:10.1016/j.infrared.2021.103809
  • Ferreira, P. J.; Gamelas, J. A.; Moutinho, I. M.; Ferreira, A. G.; Gómez, N.; Molleda, C.; Figueiredo, M. M. Application of FT-IR-ATR Spectroscopy to Evaluate the Penetration of Surface Sizing Agents into the Paper Structure. Ind. Eng. Chem. Res. 2009, 48, 3867–3872. doi:10.1021/ie801765c