Short Note
Evaluation of the Basic Properties for the Korean Major Domestic Wood Species III. Korean Pine (Pinus koraiensis) in Jinan-gun, Jeollabuk-do
Yonggun PARK
1, Chul-ki KIM
1, Hanseob JEONG
2, Hyun Mi LEE
1,†
, In-Hwan LEE
1, Gyu Bin KWON
1, Nayoung YOON
1, Namhee LEE
3
1Division of Wood Engineering, Department of Forest Products and Industry, National Institute of Forest Science, Seoul 02455, Korea
2Division of Wood Industry, Department of Forest Products and Industry, National Institute of Forest Science, Seoul 02455, Korea
3Division of Forest Industrial Materials, Department of Forest Products and Industry, National Institute of Forest Science, Seoul 02455, Korea
Copyright 2025 The Korean Society of Wood Science & Technology. This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Received: Jan 08, 2025; Revised: Mar 06, 2025; Accepted: Mar 25, 2025
Published Online: May 25, 2025
ABSTRACT
Wood has different cellular compositions and characteristics depending on the species, and even within the same species, the characteristics vary depending on the growth region. Therefore, in order to use wood effectively, it is essential to understand its properties and the appropriate applications for each species. Korean pine has been widely used for landscaping, fruit trees, and as a construction material both historically and in the present, and it has been a major conifer species planted nationwide since the 1960s. In this study, the anatomical properties (length and width of tracheids, cell wall thickness), physical properties (specific gravity and shrinkage), mechanical properties (bending strength, longitudinal compressive strength, longitudinal tensile strength, shear strength, hardness), and chemical composition (ash, extractives, lignin, sugars) of Korean pine which was produced in Jinan, Jeollabuk-do were evaluated. The results showed that Korean pine is classified as a low specific gravity wood, with relatively low strength, and its chemical composition exhibited trends similar to those of typical conifer species.
Keywords: Korean pine; anatomical property; physical property; mechanical property; chemical composition
1. INTRODUCTION
Wood has the advantage of being an environmentally friendly material that is naturally produced through photosynthesis, but it also has unique properties such as non-uniformity and anisotropy due to its composition of various cells, which requires care when processing or utilizing it (Chong and Park, 2008). In particular, considering that each tree species has different properties, and even within the same tree species, variations in properties occur depending on the growth region and age of the tree, wood properties per tree species and its appropriate utilization and application should be appropriately understood for efficient utilization of wood (Park et al., 2024a). Park et al. (2024a, 2024b) reported the evaluation results [i.e., anatomical property (length and width of the main constituent cells, and cell wall thickness), physical property (specific gravity and shrinkage), mechanical property (bending strength, longitudinal compressive strength, longitudinal tensile strength, shear strength, and hardness), and chemical composition (ash, extractives, lignin, and sugars)] of Korean red pine (Pinus densiflora) from Pyeongchang, Gangwon-do, Korea and tulip tree (Liriodendron tulipifera) from Gangjin, Jeollanam-do, Korea, as basic properties, in order to establish a database on wood properties of major Korean wood species. This study evaluated the basic properties of Korean pine (Pinus koraiensis) produced in Jinan-gun, Jeollabuk-do, which is the third target after the aforementioned tree species, and presented the results.
Korean pine is an evergreen coniferous tree species distributed in the elevation range of 100–1,900 m throughout the Korea, with an average height of 30 m, and a diameter of 1.0 m (Kim et al., 2007). In the scientific name of the Korean pine, the specific epithet ‘koraiensis’ denotes ‘Korea’ indicating that this species is native to the Korean peninsula. It has long been regarded as one of the principal tree species naturally distributed across the region since ancient times (Bae et al., 2012). Korean pine was planted in royal palaces and used for landscaping, and several historical records indicate that it was planted and managed from the Silla Dynasty to the Joseon Dynasty (Bae et al., 2012). Additionally, pine nuts, the fruit of Korean pine, were a common food for ordinary people and were one of the tributes sent to China (Bae et al., 2012). In more modern times, as a main economic tree species in the Korea, 440,000 ha of Korean pine have been planted since the 1960s, and even currently, the Korean pine forest area covers 210,000 ha, which accounts for approximately 3.3% of the entire forest areas, making it one of the most representative artificial forests in the Korea. Representative Korean pine forests include national forests, including ‘Pungcheon-ri Korean pine forest’ in Hongcheon, Gangwon-do, ‘Gapyeong Korean pine forest’ in Gyeonggi-do, and ‘Chuncheon Korean pine forest’ in Gangwon-do, and natural forests, such as ‘Gwongeumseong Fortress Korean pine forest’ in Sokcho, Gangwon-do, ‘Inner Seorak Korean pine forest’ in Inje, Gangwon-do, and ‘Bukdae Korean pine forest’ in Odaesan, Hongcheon, Gangwon-do.
As a wood, Korean pine is a representative conifer species that has been frequently employed as a construction material in the past, alongside Korean red pine trees, which can be found in the literature (Lee and Bae, 2021; Son et al., 2011). In addition, due to its widespread use from the past to the present, there have been numerous studies on wood species identification for structural members and sawn lumber (Hwang et al., 2020; Park et al., 2017b; Yang et al., 2015, 2017, 2019a, 2019b; Yoo et al., 2022). Recent research has also focused on grading classifications of sawn lumber, as well as adhesive properties and joints for CLT manufacturing, to further the application of Korean pine in modern wood structures (Pang et al., 2011a, 2011b, 2017; Park et al., 2017a). Additionally, several studies have been published analyzing the color change, moisture adsorption, and combustion properties induced various wood modifications, including heat treatment, acetylation treatment, and flame-retardant treatment, to facilitate the use of Korean pine as an interior material (Chang et al., 2012; Cho et al., 2015; Choi, 2011; Chung et al., 2016; Hidayat et al., 2017; Hwang et al., 2014; Kim et al., 2020; Lee and Lee, 2018; Lee et al., 2015a, 2015b; Lim et al., 2014; Park et al., 2012a, 2012b; Ra et al., 2012). Furthermore, several studies have been reported the antibacterial and anti-inflammatory effects of Korean pine essential oil (Jang et al., 2012; Lee et al., 2014; Yeon et al., 2019).
2. MATERIALS and METHODS
2.1. Target species
This study selected and utilized 40 Korean pine logs with a small-end diameter of 300 mm or more from Mountain 1 (N35.68°, E127.45°), Baekam-ri, Baekun-myeon, Jinan-gun, Jeollabuk-do, the Korea (Fig. 1). The average age of the logs used in this experiment was approximately 37 years.
2.2. Evaluation of basic properties
This study analyzed the basic properties, i.e., the anatomical property (length and width of tracheids, and cell wall thickness), physical property (specific gravity and shrinkage), mechanical property (bending strength, longitudinal compressive strength, longitudinal tensile strength, shear strength, hardness) and chemical composition (ash, extractives, lignin, sugars), of the published tree species, Korean pine. Each item was evaluated using the same method as in the previous study (Park et al., 2024a). In most cases, the specifications of KS or ASTM were referenced as shown in Table 1, but as for the evaluation of anatomical properties without standardized specifications, the experimental methods were determined by referring to previous studies (Kim et al., 2024; Lee and Bae, 2021; Lee et al., 2021a, 2021b, 2021c; Nam and Kim, 2021). The evaluation methods for each property are described in detail by Park et al. (2024c). In consideration of the non-uniformity and anisotropy of the wood, the specimens used for the evaluation were sawn from heartwood without juvenile wood in the form of edge grain with annual rings parallel to the edges as shown in Fig. 2.
Table 1.
Standard for the evaluation of wood properties
|
|
Standard |
Anatomical properties |
Length of cell |
- |
Width of cell |
- |
Thickness of cell wall |
- |
Physical properties |
Specific gravity |
KS F 2198 (KSA, 2016) |
Shrinkage |
KS F 2203 (KSA, 2020a) |
Mechanical properties |
Bending strength |
KS F 2208 (KSA, 2020d) |
Compression strength |
KS F 2206 (KSA, 2020b) |
Tensile strength |
KS F 2207 (KSA, 2020c) |
Shear strength |
KS F 2209 (KSA, 2020e) |
Hardness |
KS F 2212 (KSA, 2020f) |
Chemical composition |
Ash |
KS M ISO 18122 (KSA, 2015) |
Extractives |
ASTM E 1690 (ASTM, 2021) |
Lignin |
ASTM E 1758-01 (ASTM, 2020) |
Sugars |
Download Excel Table
3. RESULTS and DISCUSSION
3.1. Anatomical property
As a result of the evaluation of the anatomical properties of Korean pine, the length of the tracheids was 2.36 mm in the early wood, and 3.12 mm in the late wood; the width of the tracheids of the early wood was 44.83 μm in the radial direction, and 31.62 μm in the tangential direction, and the width of the tracheids of the late wood was 20.88 μm in the radial direction, and 29.92 μm in the tangential direction. The cell wall thickness of tracheids was measured to be 2.74 μm in the early wood, and 4.73 μm in the late wood.
Fig. 3 is an optical microscope image of three sections to confirm the cell structure of Korean pine.
Fig. 3.
Optical microscope images of each section for Korean pine (1% Safranine solution). (a) Cross section (× 10), (b) radial section (× 10), (c) tangential section (× 10), (d) radial section (× 40).
Download Original Figure
3.2. Physical property
As a result of evaluating the specific gravity and shrinkage of Korean pine, the specific gravity was 0.380 in green condition, 0.399 in air-dried condition, and 0.421 in oven-dried condition. The total shrinkage per direction was 0.49% in the longitudinal direction, 2.24% in the radial direction, and 7.19% in the tangential direction, and the total volumetric shrinkage was 9.70%.
3.3. Mechanical property
As a result of measuring the mechanical properties of Korean pine, bending strength was 73.3 MPa in air-dried condition, and 33.6 MPa in green condition; longitudinal compressive strength was 38.1 MPa in air-dried condition, and 16.0 MPa in green condition; longitudinal tensile strength was 77.1 MPa in air-dried condition, and 50.1 MPa in green condition. The shear strength in radial section was measured to be 7.4 MPa in air-dried condition, and 4.3 MPa in green condition, and the shear strength in tangential section was 8.0 MPa in air-dried condition, and 4.4 MPa in green condition. Finally, the hardness in air-dried condition was measured to be 3.6 kN in the cross section, 2.4 kN in the radial section, and 2.4 kN in the tangential section.
3.4. Chemical composition
As a result of analyzing the chemical composition of Korean pine, the ash content was at 0.27%, and the extractives content was 3.34%. The lignin content was 27.39% for acid-insoluble lignin and 1.73% for acid-soluble lignin, totaling 29.12%. The total sugars content was composed of 42.85% glucan, 20.23% XMG (xylan + mannan + galactan), and 1.15% arabinan, amounting to a total of 64.23%.
4. CONCLUSIONS
This study evaluated the anatomical, physical, and mechanical properties and chemical composition of Korean pine (Jinan-gun, Jeollabuk-do, Korea), which is a representative conifer species in the Korea, in order to establish a database of wood properties of Korean major domestic wood species (Table 2). Since diverse wood properties depend on the growth region, the properties of Korean pine produced in one region, as shown in this study, cannot represent the wood properties of the entire Korean pine tree species in the county. Therefore, it is necessary to evaluate and compare the properties of Korean pine produced in various regions, so as to derive representative wood property values of the entire Korean pine trees, and the findings of this study can be utilized as a basis for such research. The following study will provide additional basic wood properties of various tree species, and regions, in order to establish a regional wood property database of Korean major domestic wood species.
Table 2.
Basic properties of Korean pine
Anatomical properties |
Length of tracheid (n = 30) |
Width of tracheid (n = 30) |
Thickness of cell wall for tracheid (n = 30) |
Earlywood |
Latewood |
Earlywood |
Latewood |
Earlywood |
Latewood |
R section |
T section |
R section |
T section |
2.36 mm (0.29)*
|
3.12 mm (0.20) |
44.83 μm (6.10) |
31.62 μm (5.22) |
20.88 μm (4.75) |
29.92 μm (2.60) |
2.74 μm (0.24) |
4.73 μm (0.61) |
Physical properties |
Specific gravity (n = 100) |
Total shrinkage (n = 100) |
Green |
Air-dry |
Oven-dry |
Linear |
Volumetric |
L direction |
R direction |
T direction |
0.380 (0.024) |
0.399 (0.022) |
0.421 (0.021) |
0.49% (0.21) |
2.24% (0.57) |
7.19% (1.62) |
9.70% (1.92) |
Mechanical properties |
Bending strength |
Compression strength parallel to the grain |
Tensile strength parallel to the grain |
Air-dry (12% MC*) (n = 25) |
Green (n = 20) |
Air-dry (12% MC) (n = 25) |
Green (n = 28) |
Air-dry (10.9% MC) (n = 16) |
Green (n = 16) |
73.3 MPa (7.9) |
33.6 MPa (3.9) |
38.1 MPa (4.9) |
16.0 MPa (2.0) |
77.1 MPa (11.6) |
50.1 MPa (6.5) |
Shear strength |
Hardness |
R section |
T section |
C section |
R section |
T section |
Air-dry (13% MC) (n = 15) |
Green (n = 16) |
Air-dry (13% MC) (n = 18) |
Green (n = 16) |
Air-dry (12% MC) (n = 10) |
Air-dry (12% MC) (n = 10) |
Air-dry (12% MC) (n = 10) |
7.4 MPa (0.8) |
4.3 MPa (0.4) |
8.0 MPa (0.7) |
4.4 MPa (0.3) |
3.6 kN (0.5) |
2.4 kN (0.3) |
2.4 kN (0.4) |
Chemical compositions |
Ash (n = 6) |
Extractives (n = 6) |
Lignin (n = 6) |
Acid-insoluble |
Acid-soluble |
Total |
0.27% (0.04) |
3.34% (0.34) |
27.39% (0.29) |
1.73% (0.24) |
29.12% (0.51) |
Sugars (n = 6) |
Glucan |
XMG**
|
Arabinan |
Total |
42.85% (0.44) |
20.23% (0.07) |
1.15% (0.01) |
64.23% (0.37) |
Download Excel Table
ACKNOWLEDGMENT
This research was supported by the Research Project (FP0100-2021-01-2022) through the National Institute of Forest Science (NIFoS), Korea.
REFERENCES
American Society for Testing and Materials [ASTM]. 2020. Standard Test Method for Determination of Carbohydrates in Biomass by High Performance Liquid Chromatography. ASTM E 1758-01. ASTM International, West Conshohocken, PA, USA.
American Society for Testing and Materials [ASTM]. 2021. Standard Test Method for Determination of Ethanol Extractives in Biomass. ASTM E 1690. ASTM International, West Conshohocken, PA, USA.
Bae, S.W., Lee, C.Y., Kim, K.W., Park, B.W., Yi, J.S., Noh, E.W., Hong, K.N., Han, S.U., Lee, K.J., Hwang, J., Lee, S.T., Seo, K.W., Kim, H.S., Cho, K.H., Ji, B.Y., Kim, K.H., Moon, Y.S., Lee, S.K., Park, Y.B., Son, Y.M., Kwon, S.D., Jeon, C.H., Park, J.H., Cho, S.T., Ka, K.H., Lee, H.J., Park, M.J., Lim, J.H., Kim, S.J. 2012. Commercial Species ③ Korean Pine. Korea Forest Research Institute, Seoul, Korea.
Chang, Y.S., Han, Y., Eom, C.D., Park, J.S., Park, M.J., Choi, I.G., Yeo, H. 2012. Analysis of factors affecting the hygroscopic performance of thermally treated
Pinus koraiensis wood. Journal of the Korean Wood Science and Technology 40(1): 10-18.

Cho, B.G., Hwang, S.W., Kang, H.Y., Lee, W.H. 2015. Change of dimensional stability of thermally compressed Korean pine (
Pinus koraiensis Sieb. et Zucc.) wood by heat treatment. Journal of the Korean Wood Science and Technology 43(4): 470-477.

Choi, J.M. 2011. A study on combustion characteristics of fire retardant treated
Pinus densiflora and
Pinus koraiensis. Journal of the Korean Wood Science and Technology 39(3): 244-251.

Chong, S.H., Park, B.S. 2008. Wood Properties of the Useful Tree Species grown in Korea. National Institute of Forest Science, Seoul, Korea.
Chung, H., Han, Y., Park, J.H., Chang, Y.S., Park, Y., Yang, S.Y., Yeo, H. 2016. A study on dimensional stability and thermal performance of superheated steam treated and thermal compressed wood. Journal of the Korean Wood Science and Technology 44(2): 184-190.

Hidayat, W., Qi, Y., Jang, J.H., Park, B.H., Banuwa, I.S., Febrianto, F., Kim, N.H. 2017. Color change and consumer preferences towards color of heat-treated Korean white pine and royal paulownia woods. Journal of the Korean Wood Science and Technology 45(2): 213-222.

Hwang, S.W., Cho, B.G., Lee, W.H. 2014. Mechanical properties of thermally compressed domestic softwoods. Journal of the Korean Wood Science and Technology 42(6): 666-674.

Hwang, S.W., Tazuru, S., Sugiyama, J. 2020. Wood identification of historical architecture in Korea by synchrotron X-ray microtomography-based three-dimensional microstructural imaging. Journal of the Korean Wood Science and Technology 48(3): 283-290.

Jang, S.K., Lee, S.Y., Kim, S.H., Hong, C.Y., Park, M.J., Choi, I.G. 2012. Antifungal activities of essential oils from six conifers against
Aspergillus fumigatus. Journal of the Korean Wood Science and Technology 40(2): 133-140.

Kim, J.H., Yang, S.M., Lee, H.J., Park, K.H., Kang, S.G. 2020. A study on the evaluation and improvement of permeability in radial and tangential section of domestic softwoods. Journal of the Korean Wood Science and Technology 48(6): 832-846.

Kim, K.H., Lee, H.M., Lee, M. 2024. Evaluation of adhesive characteristics of mixed cross laminated timber (CLT) using yellow poplar and softwood structural lumber. Journal of the Korean Wood Science and Technology 52(1): 58-69.

Kim, S.H., Park, M.J., Park, B.S., Park, H.S., Bae, S.W., Seo, J.W., Son, Y.M., Shin, J.S., Shin, H.C., Won, H.G., Lee, S.H., Lee, S.W., Lee, Y.Y., Jang, Y.S., Cho, S.T., Chong, S.H., Choi, G.S., Choi, M.S. 2007. 100 Useful Tree Species of Korea. Korea Forest Research Institute, Seoul, Korea.
Korean Standards Association [KSA]. 2015. Solid Biofuels: Determination of Ash Content. KS M ISO 18122. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2016. Determination of Density and Specific Gravity of Wood. KS F 2198. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2020a. Test Method for Shrinkage of Wood. KS F 2203. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2020b. Method of Compression Test for Wood. KS F 2206. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2020c. Method of Tension Test for Wood. KS F 2207. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2020d. Method of Bending Test for Wood. KS F 2208. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2020e. Method of Shear Test for Wood. KS F 2209. Korean Standards Association, Seoul, Korea.
Korean Standards Association [KSA]. 2020f. Test Method for Static Hardness of Wood. KS F 2212. Korean Standards Association, Seoul, Korea.
Lee, H.M., Bae, J.S. 2021. Major species and anatomical characteristics of the wood used for national use specified in Yeonggeon-uigwes of the late Joseon dynasty period. Journal of the Korean Wood Science and Technology 49(5): 462-470.

Lee, H.M., Jeon, W.S., Lee, J.W. 2021a. Analysis of anatomical characteristics for wood species identification of commercial plywood in Korea. Journal of the Korean Wood Science and Technology 49(6): 574-590.

Lee, J.M., Lee, W.H. 2018. Dimensional stabilization through heat treatment of thermally compressed wood of Korean pine. Journal of the Korean Wood Science and Technology 46(5): 471-485.

Lee, K.H., Lee, U.C., Kang, P.W., Kim, S.C. 2021b. Analysis and tree-ring dating of wooden coffins excavated from Incheon Sipjeong-dong site. Journal of the Korean Wood Science and Technology 49(1): 67-81.

Lee, K.H., Park, C.H., Kim, S.C. 2021c. Species identification and tree-ring dating of the wooden elements used in Juheulgwan of Joryeong (gate no.1), Mungyeong, Korea. Journal of the Korean Wood Science and Technology 49(6): 550-565.

Lee, S.Y., Kim, S.H., Park, M.J., Lee, S.S., Choi, I.G. 2014. Antibacterial activity of essential oil from
Abies holophylla against respiratory tract bacteria. Journal of the Korean Wood Science and Technology 42(5): 533-542.

Lee, W.H., Hong, S.H., Kang, H.Y. 2015a. Investigation on the physical properties of acetylated domestic softwoods. Journal of the Korean Wood Science and Technology 43(4): 429-437.

Lee, W.H., Lim, H.M., Kang, H.Y. 2015b. The color change of Korean pine specimens oil-heat-treated at 180 and 200?. Journal of the Korean Wood Science and Technology 43(4): 438-445.

Lim, H.M., Hong, S.H., Kang, H.Y. 2014. Investigation of the color change and physical properties of heat-treated
Pinus koraiensis square lumbers. Journal of the Korean Wood Science and Technology 42(1): 13-19.

Nam, T.G., Kim, H.S. 2021. A fundamental study of the Silla shield through the analysis of the shape, dating, and species identification of wooden shields excavated from the ruins of Wolseong moat in Gyeonju. Journal of the Korean Wood Science and Technology 49(2): 154-168.

Pang, S.J., Kim, K.M., Park, S.H., Lee, S.J. 2017. Bending behavior of nailed-jointed cross-laminated timber loaded perpendicular to plane. Journal of the Korean Wood Science and Technology 45(6): 728-736.

Pang, S.J., Oh, J.K., Park, C.Y., Park, J.S., Park, M.J., Lee, J.J. 2011a. Characteristic evaluation of bending strength distributions on revised Korean visual grading rule. Journal of the Korean Wood Science and Technology 39(1): 1-7.

Pang, S.J., Park, J.S., Hwang, K.H., Jeong, G.Y., Park, M.J., Lee, J.J. 2011b. Bending strength of Korean softwood species for 120×180 mm structural members. Journal of the Korean Wood Science and Technology 39(5): 444-450.

Park, H.J., Mingyu-Wen, Cheon, S.H., Hwang, J.W., Oh, S.W. 2012b. Flame retardant performance of wood treated with flame retardant chemicals. Journal of the Korean Wood Science and Technology 40(5): 311-318.

Park, S.H., Kim, K.M., Pang, S.J., Kong, J.H., Lee, S.J. 2017a. Evaluation of shear strength by direction of wood grain for Korean pine using PRF adhesive. Journal of the Korean Wood Science and Technology 45(3): 243-249.
Park, S.Y., Kim, J.C., Kim, J.H., Yang, S.Y., Kwon, O., Yeo, H., Cho, K.C., Choi, I.G. 2017b. Possibility of wood classification in Korean softwood species using near-infrared spectroscopy based on their chemical compositions. Journal of the Korean Wood Science and Technology 45(2): 202-212.

Park, Y., Eom, C.D., Park, J.H., Chang, Y.S., Kim, K.M., Kang, C.W., Yeo, H. 2012a. Evaluation of physical properties of Korean pine (
Pinus koraiensis Siebold & Zucc.) lumber heat-treated by superheated steam. Journal of the Korean Wood Science and Technology 40(4): 257-267.

Park, Y., Kim, C.K., Jeong, H., Lee, H.M., Kim, K.M., Lee, I.H., Kim, M.J., Kwon, G.B., Yoon, N., Lee, N. 2024a. Evaluation of the basic properties for the Korean major domestic wood species I. Korean red pine (
Pinus densiflora) in Pyeongchang-gun, Gangwon-do. Journal of the Korean Wood Science and Technology 52(1): 87-100.

Park, Y., Kim, C.K., Jeong, H., Lee, H.M., Lee, I.H., Kwon, G.B., Yoon, N., Lee, N. 2024b. Evaluation of the basic properties for the Korean major domestic wood species II. Tulip tree (
Liriodendron tulipifera) in Gangjin-gun, Jeollanam-do. Journal of the Korean Wood Science and Technology 52(6): 565-572.

Park, Y., Lee, H.M., Kim, C.K., Jeong, H., Choi, Y.S., Lee, M., Chun, S.J., Kim, K., Yoon, S.M., Lee, I.H., Lee, T.J. 2024c. Assessment Manual for Domestic Wood Characteristics. National Institute of Forest Science, Seoul, Korea.
Ra, J.B., Kim, K.B., Leem, K.H. 2012. Effect of heat treatment conditions on color change and termite resistance of heat-treated wood. Journal of the Korean Wood Science and Technology 40(6): 370-377.

Son, B.H., Kim, J.H., Nam, T.K., Lee, K.H., Park, W.K. 2011. Species identification and tree-ring analysis of wood elements in Daesungjeon of Jipyeong hyanggyo, Yangpyeong, Korea. Journal of the Korean Wood Science and Technology 39(3): 213-220.

Yang, J., Choi, W.S., Kim, J.W., Lee, S.S., Park, M.J. 2019a. Anti-inflammatory effect of essential oils extracted from wood of four coniferous tree species. Journal of the Korean Wood Science and Technology 47(6): 674-691.

Yang, S.Y., Park, Y., Chung, H., Kim, H., Park, S.Y., Choi, I.G., Kwon, O., Cho, K.C., Yeo, H. 2017. Partial least squares analysis on near-infrared absorbance spectra by air-dried specific gravity of major domestic softwood species. Journal of the Korean Wood Science and Technology 45(4): 399-408.
Yang, S.Y., Han, Y., Park, J.H., Chung, H., Eom, C.D., Yeo, H. 2015. Moisture content prediction model development for major domestic wood species using near infrared spectroscopy. Journal of the Korean Wood Science and Technology 43(3): 311-319.

Yang, S.Y., Park, Y., Chung, H., Kim, H., Park, S.Y., Choi, I.G., Kwon, O., Yeo, H. 2019b. Soft independent modeling of class analogy for classifying lumber species using their near-infrared spectra. Journal of the Korean Wood Science and Technology 47(1): 101-109.

Yeon, S., Park, S.Y., Kim, J.H., Kim, J.C., Yang, S.Y., Yeo, H., Kwon, O., Choi, I.G. 2019. Effect of organic solvent extractives on Korean softwoods classificsation using near-infrared spectroscopy. Journal of the Korean Wood Science and Technology 47(4): 509-518.

Yoo, H.J., Kwon, O., Seo, J.W. 2022. Mask region-based convolutional neural network (R-CNN) based image segmentation of rays in softwoods. Journal of the Korean Wood Science and Technology 50(6): 490-498.
