1. Introduction
In the context of global climate change, countries around the world are implementing strategies to mitigate greenhouse gas emissions. China has committed to achieving carbon peaking and carbon neutrality and has issued numerous policies promoting green transformation and sustainable development [
1]. The manufacturing sector, in particular, plays a critical role in reducing national carbon emissions.
In recent years, China’s biomass material industry has experienced rapid development, making it the largest producer and consumer of biomass materials globally [
2,
3]. However, the significant use of wood resources and energy in production processes has made this sector a major source of carbon emissions [
4,
5].
Utilizing scientific methods to quantitatively assess the carbon footprint of biomass material products is crucial for green product design, process improvement, clean production, and sustainable industry development (
Figure 1). Life Cycle Assessment (LCA) is a widely recognized method for quantitatively evaluating the environmental impact of products throughout their lifecycle, from raw material acquisition to final disposal, identifying processes with significant environmental impacts, and providing scientific decision-making bases for subsequent product optimization [
6,
7,
8].
Currently, research on the life cycle assessment of biomass materials in China mainly focuses on mainstream substrates such as plywood, fiberboard, and particleboard. With the rapid development of the biomass materials industry, the types of biomass material products are becoming increasingly diverse, making it imperative to actively introduce the LCA concept to these new products, such as bamboo scrimber, straw biomass materials, decorative biomass materials, and functional biomass materials [
9,
10,
11]. With the accelerated development of the construction industry, wood–bamboo composite materials have been continuously innovated in new forms. At the same time, the longstanding ban on logging has further increased demand for bamboo-based materials [
12,
13,
14,
15,
16].
Bamboo scrimber, as a typical bamboo-based fiber composite material, uses disintegration and flattening techniques to transform the three-dimensional hollow structure of bamboo culms into one-dimensional structures like bamboo bundles or fiber veneers, widely used in outdoor structural engineering and landscape decoration, achieving efficient utilization of bamboo resources (
Figure 2). Evaluating its life cycle carbon footprint can guide the realization of low-carbon technology and process optimization for this product, enriching China’s biomass materials LCA research database, and further promoting the deep application of LCA in products such as outdoor paving, furniture, interior decoration, and building materials [
17].
This study fills a gap in the current literature by providing a comprehensive LCA-based carbon footprint assessment of bamboo scrimber products, which remain underexplored compared to other biomass materials, using bamboo scrimber as an example. Through on-site investigations and data collection from board manufacturing enterprises, this study presents a comprehensive dataset. Unlike existing LCA studies focusing mainly on wood-based panels, our research provides a comprehensive carbon footprint analysis of bamboo scrimber with original plant-scale data and proposes targeted optimization strategies based on high-impact manufacturing stages. This study calculates the product carbon footprint based on process life cycle analysis, identifies key carbon emission issues at different stages of the existing product lifecycle, and proposes emission reduction suggestions to guide the development of new materials, processes, and technologies. Additionally, this research can expand the field of carbon footprint studies in the biomass materials industry in China and promote the establishment of local databases [
18].
Compared with the existing LCA studies on conventional wood-based panels such as plywood, particleboard, and fiberboard, bamboo scrimber exhibits unique material characteristics—such as higher density, different bonding mechanisms [
19], and the use of bamboo bundles instead of wood veneers or particles [
20]—which may lead to distinct carbon emission patterns. However, few international studies have provided comprehensive, plant-level carbon footprint data for bamboo scrimber, especially in the Chinese context, where production scale and process parameters differ significantly from those in other countries. This research, therefore, not only fills a domestic research gap but also contributes to the global discourse on bio-based low-carbon construction materials by offering localized, high-resolution life cycle data.
Bamboo scrimber is widely recognized as a representative product among bamboo-based fiber composite materials due to its high density, structural stability, and extensive application in outdoor engineering [
21,
22,
23,
24,
25,
26]. Therefore, assessing its life cycle carbon footprint can provide insights applicable to a broader category of bamboo fiber composites.
Life Cycle Assessment (LCA) is the most scientific and comprehensive environmental impact assessment method, capable of systematically and quantitatively evaluating the global warming potential (carbon footprint), resource consumption, land use, and other impacts of products throughout their lifecycle, from raw material acquisition to final disposal [
7,
27]. The carbon footprint is a quantitative indicator used to describe the total greenhouse gas emissions within the lifecycle of an activity or product. The product carbon footprint (Carbon Footprint, CF) calculation based on process analysis is a direct application of LCA, quantifying the greenhouse gas emissions of products from raw material acquisition to final disposal, expressed as carbon dioxide equivalents (CO
2 eq).
According to the ISO14040 standard for life cycle assessment framework, it includes goal and scope definition, inventory analysis, impact assessment, and interpretation [
6]. On this basis, the PAS2050 standard [
28] provides guidelines for the quantification of product carbon footprints, including defining research goals, product functional units to determine research products and calculation units, system boundary to determine research scope, process input–output data collection, carbon footprint calculation, and interpretation of calculation results [
8].
In Life Cycle Assessment (LCA) studies, different system boundaries can be selected based on the research objectives and data availability:
Cradle-to-Gate: Covers all stages from raw material acquisition to the factory gate, excluding the use phase and end-of-life treatment. This boundary is typically used for evaluating the production processes of intermediate products.
Cradle-to-Grave: Encompasses the entire life cycle of a product, from raw material acquisition, manufacturing, and transportation to use and final disposal.
Cradle-to-Cradle: Builds upon the cradle-to-grave concept by incorporating recycling and reuse processes, representing a closed-loop cycle aligned with circular economy principles.
This study adopts the cradle-to-gate boundary, focusing on the carbon emissions during the production stage of laminated bamboo lumber. Based on field investigations and data collection from panel manufacturing enterprises, the product carbon footprint is calculated using a process-based life cycle analysis approach. The study identifies carbon emission hotspots in each life cycle stage and proposes emission reduction strategies and optimization recommendations, aiming to support the development of new materials, processes, and technologies.
2. Materials and Methodology
This study followed the framework of the ISO 14044: 2006 Environmental management [
28]—Life cycle assessment—Requirement and guidelines. Different sections of this study, such as goal and scope definition (
Section 2.1), inventory analysis (
Section 2.3), impact assessment (
Section 2.4), and interpretation (
Section 3,
Section 4 and
Section 5), followed the ISO 14044 framework.
2.1. Goal and Scope Definition
This study aims to evaluate the life cycle carbon footprint of reconstituted decorative bamboo bundles, exploring the key factors of greenhouse gas emissions during their lifecycle, providing reference for subsequent product optimization and improvement. Additionally, this study helps expand the application of life cycle carbon footprint evaluation methods in the biomass materials industry, enhancing the significance of life cycle assessment theory in the biomass materials and products industry. The study focuses on the production of bamboo scrimber (bamboo fiber composite material) by the enterprise (Yingtan Yike Bamboo Industry Co., Ltd., Yingtan, Jiangxi Province, China), with a stable and representative production process.
The product under study is a bamboo scrimber outdoor flooring board, 15 mm in thickness and with a density of ~1100 kg/m3, classified as a biomass material. The functional unit is defined as 1 m2 of this product, normalized to oven-dry bamboo mass. For reporting purposes, the final product weight corresponds to an equilibrium moisture content of 8–10%. Adhesive content is expressed as a percentage of oven-dry bamboo mass. The studied product represents mainstream production technology and material composition in China’s bamboo scrimber industry, making the findings generalizable to other similar bamboo-based fiber composites.
This study adopts a cradle-to-gate system boundary, in line with PAS 2050 recommendations for intermediate products used in downstream applications. This system boundary covers all processes from raw material acquisition to the factory gate, prior to the exit of the bamboo scrimber flooring product. The product use phase and end-of-life stage (disposal or recycling) are excluded from this study, as the focus is on carbon emissions during the processing and manufacturing stages. Biogenic carbon storage in the final product was accounted separately, while long-term storage and disposal were excluded from this system boundary.
The system boundary includes the following stages:
Raw Material Acquisition
Bamboo harvesting and bundling;
Transportation of raw bamboo to the processing facility;
Preparation of adhesives and chemical additives.
Manufacturing Stage
Bamboo bundle treatment (carbonization, drying, steaming);
Adhesive application;
Cold pressing and hot curing;
Finishing operations (e.g., trimming, sanding, UV coating).
Auxiliary Processes
Consumption of electricity, thermal energy (steam), and water;
Use of auxiliary materials (e.g., phenolic resin, UV paint);
Internal transportation and material handling within the facility.
Direct emissions in the system primarily originate from fossil fuels (e.g., diesel combustion during transportation); indirect emissions mainly come from purchased electricity consumption, steam generation (typically via biomass or fossil fuel combustion), and upstream emissions associated with the production of chemicals.
The system boundary excludes the following:
Impacts from bamboo cultivation and land-use change;
Product-use phase (e.g., emissions during the flooring’s service life);
End-of-life stage, including disposal, incineration, or recycling.
This system boundary definition enables a focused evaluation of the carbon performance during the manufacturing process, which aligns with the study’s objective of identifying emission hotspots in production. It also supports the development of emission reduction strategies within the scope of industrial operations.
The defined system boundary is illustrated in
Figure 3.
2.2. Data Source
The present study used primary and background data. The former is LCI data associated with production of BS, collected through field investigations and experiments. The latter is the emission factor of different energy and materials inputs, selected from the international LCI database.
2.2.1. Field Investigation
The field investigation mapped out the different production stages of BS. On-site visit was undertaken to Yingtan Yike Bamboo Industry Co., Ltd. The manufacturing process and relevant machines or facilities for producing BS are shown in
Figure 4.
2.2.2. Experiment
A series of experiments was carried out in the factory to acquire primary data on BS (density, moisture content, adhesive content, etc.). Power consumption measurements were undertaken on different machines for the calculation of carbon emission of BS processing.
2.3. Inventory Analysis
Through on-site investigations of the product’s production, the production process, equipment used, and material and energy consumption are shown in
Figure 5.
The raw material consumption during the raw material acquisition stage is mainly obtained from the enterprise’s material receipt documents for bamboo bundles, adhesives, hydrogen peroxide, and other auxiliary materials. The transportation process of raw materials involves collecting transportation distances from suppliers to the factory. Energy consumption during production can be obtained from the enterprise’s water, electricity, and gas consumption records. This study accounts for CH
4 and N
2O emissions from biomass combustion. Biogenic CO
2 uptake in bamboo raw material was included as intrinsic carbon storage (1.0 kg CO
2-eq/m
2). Combustion CO
2 was treated as biogenic and, therefore, excluded from net emissions, consistent with ISO 14067 and PAS 2050 standards. Initial data on material and energy consumption for producing 1 m
2 of bamboo scrimber are shown in
Table 1, and raw material transportation information is shown in
Table 2.
As certain technical parameters (e.g., boiler efficiency, steam pressure, and residue moisture content) were not directly available from the enterprise, we applied typical industrial reference values (boiler efficiency ~70%, residue moisture ~15%, steam conditions 0.8 MPa, 175–180 °C). To assess the robustness of these assumptions, we performed a sensitivity analysis in which boiler efficiency ranged from 65% to 75% and residue moisture varied between 10% and 20%. The results showed that the total carbon footprint varied within ±0.12 kg CO2-eq, indicating limited influence on the overall conclusion.
The life cycle inventory analysis stage involves the systematic collection and quantification of all relevant input and output data associated with each stage within the defined system boundary. This includes raw materials, energy use, water consumption, transportation distances, emissions, and waste generated throughout the bamboo scrimber production process.
Data for this study were primarily gathered through on-site investigations conducted at a representative bamboo scrimber manufacturing enterprise. This enterprise has an annual production capacity of approximately 30,000 cubic meters and operates a single production line equipped with advanced technologies, including bamboo disintegration, flattening, hot pressing, and drying. The production scale and technological configuration of this enterprise are representative of the mainstream bamboo scrimber manufacturing industry in China. Therefore, the data collected from this facility provide a robust and realistic basis for analyzing the carbon footprint and identifying key stages for process optimization. The factory provided detailed documentation of production processes, utility consumption, material input logs, and production output records. Supplementary information was obtained through structured interviews with technical personnel and cross-referenced with published literature and standardized databases.
In the raw material acquisition stage, the primary components included bamboo bundles, phenolic resin adhesive, hydrogen peroxide, UV-resistant paint, and packaging materials such as polyethylene shrink film and corrugated cartons. The raw bamboo was harvested from local forests and transported to the production site by truck, covering an average distance of approximately 100 km. Other auxiliary materials, including adhesives and coatings, were delivered from local suppliers within a 20–50 km radius.
Energy consumption during the production phase was carefully documented. The plant uses both electricity and thermal energy, the latter primarily generated through the combustion of bamboo processing residues. Electricity was used to power machinery for splitting, planing, cold pressing, hot pressing, and cutting, while hot steam was essential for the carbonization and drying of bamboo bundles. The initial data collected for producing 1 square meter of bamboo scrimber are summarized in two key tables: one for the input–output inventory of materials and energy, and another for material transportation distances. These datasets served as the foundation for the subsequent carbon footprint calculations and are critical for ensuring accuracy and representativeness of the LCA results.
2.4. Carbon Footprint Calculation
The carbon footprint of bamboo scrimber production is calculated based on the collected inventory data and emission factors from the LCA database. The calculation formula for each stage is as follows:
Raw Material Preparation Stage:
where Mi is the mass of the raw material ii and EFi is the emission factor for producing raw material i.
Raw Material Transportation Stage:
where Mi is the mass of the transported material i, Di is the transportation distance, and EFtransport is the emission factor for the transportation mode.
Manufacturing Stage:
where Ej is the energy consumption j and EFj is the emission factor for energy source j.
Combining the above formulas, the total carbon footprint is:
The carbon footprint results show that the total emissions for producing 1 m
2 of bamboo scrimber are 3.11 kg CO
2-eq. Among these, the manufacturing stage contributes the largest share, followed by raw material acquisition, intrinsic emissions, and auxiliary/transportation processes. The stage-level results, together with the disaggregated contributions of manufacturing sub-processes, are summarized in
Table 3.
As shown in
Table 3, the manufacturing stage accounts for nearly half of the total carbon footprint (46.6%). This reflects the high energy consumption required during the carbonization, drying, adhesive application, and hot-pressing processes.
Figure 6 further illustrates the breakdown of the manufacturing stage into its sub-processes, where panel preparation contributes the largest share (48.3%), followed by bundle making (25.2%) and finishing (16.7%).
About Background Data for Raw Materials, Energy Consumption, and Direct Emissions. First, a cut-off rule was established: materials that constitute less than 1% of the total raw material mass can be omitted [
8]. According to the <1% cut-off rule, auxiliary materials such as hydrogen peroxide and packaging fillers, which accounted for less than 0.5% of the total mass input, were excluded from the LCI model. The emission factors (EF) for each material and energy source were derived from multiple sources to ensure representativeness and reliability. For bamboo bundles and adhesives, data were taken from the “Life Cycle Carbon Footprint and Energy Consumption Assessment of the Biomass Material Industry in China” [
29], which is based on Chinese industrial processes. For phenolic resin and UV paint, the Ecoinvent 3.8 database and CLCD-China-ECER 0.8 were used, with preference given to China-specific datasets where available. Electricity and steam emission factors were obtained from CLCD-China-ECER 0.8 (based on 2021 national energy mix data), while diesel and water data were sourced from ELCD 3.0 [
7]. The year of data collection for all background datasets ranges from 2019 to 2023, ensuring compatibility with the field survey period (2023–2024). To improve transparency and reproducibility, all emission factors, including those for electricity, steam, diesel, adhesives, coatings, and packaging, are summarized in
Table 4, together with their units, database versions, and regional applicability.
2.5. Evaluation Results and Recommendations
Analysis of the GWP environmental impact results for the functional unit of bamboo scrimber shows that the product’s carbon footprint within the “cradle-to-gate” system boundary is 3.11 kg CO
2-eq. The highest carbon emission stage is the manufacturing stage, with a carbon footprint of 1.45 kg CO
2-eq. This stage’s major contribution is the greenhouse gas emissions from hot steam consumption, primarily occurring during the carbonization and drying processes of bamboo bundles [
30]. The raw material acquisition stage contributes 0.66 kg CO
2-eq, with a significant portion of the emissions coming from adhesive preparation, while the bamboo bundles, despite being the most consumed raw material, have relatively low emissions due to their inherent biomass carbon sequestration function. Another important factor is the carbon footprint value of the product itself [
29,
31].
Further disaggregation of the manufacturing stage emissions indicates that the consumption of hot steam during the carbonization and drying of bamboo bundles is the dominant contributor. These processes require significant thermal energy, which, in the studied enterprise, is primarily generated by burning biomass residues. While this approach reduces reliance on fossil fuels, it still results in considerable greenhouse gas emissions. While biomass combustion is often treated as carbon-neutral in many carbon accounting frameworks (IPCC, 2021), recent research indicates that the timing of carbon release, incomplete combustion, and associated non-CO2 emissions (such as CH4 and N2O) can lead to a non-negligible climate impact. Emission factors for steam generation were derived from CLCD-China-ECER 0.8, which include CO2, CH4, and N2O emissions from biomass combustion. Unlike conventional approaches that assume carbon neutrality, this study accounts for incomplete combustion and non-CO2 gases, providing a more conservative estimate. In this study, biomass-derived steam was included in the carbon footprint calculation using emission factors that account for non-CO2 gases. Therefore, the reported manufacturing stage emissions represent the actual short-term climate impact rather than assuming complete neutrality. This approach provides a more conservative and realistic estimate for decision-making in process optimization. Therefore, optimizing thermal energy systems, such as by improving boiler efficiency or adopting alternative low-carbon heat sources, is crucial for reducing the carbon footprint of bamboo scrimber production.
In addition to thermal energy optimization, another important emission hotspot is the use of adhesives, particularly phenolic resin. Although the adhesive content constitutes approximately 10% of the product’s weight, its high emission factor makes it a substantial contributor to the overall carbon footprint. Future research and development should focus on replacing traditional adhesives with bio-based, low-carbon alternatives that maintain or improve bonding performance without compromising environmental sustainability [
32].
The environmental load network diagram of the bamboo composite flooring production stage is shown in
Figure 6. From the diagram, it can be seen that the environmental load is greatest during the plank manufacturing stage, accounting for approximately 48.3%. The next highest is the bamboo bundle manufacturing stage, accounting for 25.2%, while the finished product production stage has the lowest environmental load, at 16.7%.
The main reasons for the greatest environmental load during the plank production stage are twofold: first, plank manufacturing adopts a cold-press hot-curing process. The cold-press process requires high pressure, resulting in substantial electricity consumption. Second, after cold-press pre-curing, the planks must be transferred into a curing kiln for hot curing. The curing process is lengthy and requires considerable energy consumption. In addition, phenolic resin is used in bamboo scrimber manufacturing, and the adhesive is applied by impregnation, with a relatively high dosage of about 10%, leading to significant consumption of chemical raw materials. During the bamboo bundle manufacturing stage, the bamboo bundles undergo high-temperature steaming and high-temperature carbonization processes, consuming a large amount of thermal energy and water resources and generating a substantial amount of wastewater. The finished product manufacturing stage only requires electricity and a certain amount of UV paint without the need for energy, thus resulting in the smallest environmental load.
3. Results and Discussion
The manufacturing stage accounts for the largest share (48.3%) of total carbon emissions. Two key carbon hotspots were identified:
Carbonization and Drying Processes: These require significant heat energy, largely sourced from the combustion of bamboo residues, contributing heavily to CO2 emissions. Optimizing kiln design, improving thermal insulation, and reducing processing time are potential low-carbon solutions.
Adhesive Production and Application: The use of phenolic resin, which constitutes about 10% of the product weight, represents a substantial emission source. Transitioning to bio-based adhesives or reducing the glue spread rate through improved impregnation techniques may significantly reduce emissions.
Additional emissions occur during the cold-press and hot-curing stages, where high pressure and long curing durations lead to intensive electricity consumption. Incorporating high-efficiency equipment and utilizing green electricity sources (e.g., solar or hydroelectric power) could further mitigate environmental impacts.
Moreover, while bamboo scrimber stores biogenic carbon, this storage is not fully credited in a cradle-to-gate boundary, since long-term retention depends on product lifespan and disposal pathways. This indicates that the carbon storage function provides a limited offset within this study’s scope.
From a systems perspective, the network analysis (
Figure 6) illustrates the environmental load distribution, confirming that emission reductions in the manufacturing phase will yield the greatest carbon footprint improvements.
4. Limitations and Future Research Directions
This study focuses specifically on the life cycle carbon emissions associated with the production of bamboo scrimber, providing detailed insights into emission hotspots and potential strategies for carbon reduction within the manufacturing process. This study adopted a cradle-to-gate boundary and did not account for carbon storage during product use or emissions at the end-of-life stage. Future research should conduct cradle-to-grave and cradle-to-cradle assessments to fully capture the climate benefits and trade-offs of bamboo scrimber. However, it does not incorporate the carbon storage potential of bamboo scrimber, which is an important aspect of the overall carbon balance of bamboo-based materials.
The exclusion of carbon storage analysis is primarily due to the complexity and variability of quantifying long-term biogenic carbon sequestration in construction applications, which requires extensive data on material lifespan, end-of-life scenarios, and regional factors. Moreover, carbon storage benefits often depend on usage patterns and disposal methods beyond the scope of cradle-to-gate assessment.
Future research should aim to integrate both carbon emissions and carbon storage to provide a more comprehensive evaluation of the net climate benefits of bamboo scrimber. This could include cradle-to-grave or cradle-to-cradle assessments, dynamic carbon modeling, and case studies of in-use performance and end-of-life management. Such integrated studies would better inform sustainable material selection, lifecycle carbon accounting, and policy frameworks that recognize the dual role of bamboo products in carbon mitigation.
In addition, technological improvements such as low-carbon adhesives, the adoption of green electricity, and circular end-of-life recycling may further enhance the climate performance of bamboo scrimber. Under cradle-to-grave scenarios, these advances hold the potential to enable bamboo scrimber to achieve carbon negativity.
Finally, results are presented as point estimates; however, adhesive content and heat consumption show significant variability across production batches. Future research should incorporate sensitivity and uncertainty analysis to better capture the robustness of the findings.
5. Conclusions
This study conducted a systematic life cycle carbon footprint assessment of bamboo scrimber, using a representative product manufactured in China as a case study. By applying the internationally recognized Life Cycle Assessment (LCA) framework and adhering to standards such as ISO 14040 and PAS 2050, we quantified greenhouse gas emissions across three key stages: raw material acquisition, transportation, and manufacturing. The results indicate that the manufacturing stage—particularly the use of hot steam for carbonization and drying—constitutes the largest share of emissions, followed by adhesive-related emissions and emissions embedded in material extraction and logistics.
Through a detailed inventory analysis and carbon footprint calculation, we found that the total GHG emissions associated with producing 1 m2 of bamboo scrimber amount to 3.11 kg CO2-equivalent. The findings provide critical insights into emission hotspots, which are essential for guiding low-carbon process redesign and material substitution. Among the most actionable areas are the optimization of thermal energy systems and the development of bio-based adhesive alternatives. Furthermore, enhancing energy and resource efficiency throughout the production chain can also contribute to reducing emissions.
Table 5 summarizes the key low-carbon optimization measures in bamboo scrimber production, along with their expected emission reduction potential and technical feasibility. Optimization of the thermal energy system addresses the largest emission source in the manufacturing stage. Enhancing boiler efficiency, applying heat recovery technologies, or switching to biomass and other low-carbon heat sources can yield significant emission reductions. Replacement with bio-based adhesives targets the substantial emissions from adhesives, promoting the development and application of environmentally friendly alternatives with comparable or improved bonding performance. In addition, improving energy efficiency in production processes and optimizing raw material logistics are practical measures that contribute to further overall carbon footprint reduction. Resource utilization of waste serves as a supplementary measure to effectively reduce emissions from waste treatment, which requires corresponding technical solutions and policy support.
For comparison, previous LCA studies report cradle-to-gate carbon footprints of 4.2–6.0 kg CO
2-eq per m
2 for plywood [
13] and 3.8–5.5 kg CO
2-eq per m
2 for medium-density fiberboard [
5] with similar thickness. Other bamboo-based composites, such as bamboo glulam, typically range from ~3.5 to 4.8 kg CO
2-eq per m
2 [
15]. The 3.11 kg CO
2-eq value for bamboo scrimber in this study is at the lower end of all these ranges, highlighting its relative carbon advantage compared with both conventional wood-based panels and alternative engineered bamboo products.
These findings provide valuable insights for policymakers in promoting bamboo as a low-carbon construction material and for industry stakeholders to implement process optimizations. The results may guide the formulation of carbon labeling systems, green product standards, and incentives for bio-based adhesive R&D.
Importantly, this research addresses a significant knowledge gap in current LCA literature by providing original, plant-level data on bamboo scrimber production in China, a biomass product with growing application in the global green building and construction industries. It also emphasizes the need for localized, high-resolution background databases for LCA, particularly for the rapidly developing biomass materials sector in China.
Overall, this study supports the broader goal of integrating bamboo materials into low-carbon development strategies and offers a scientific foundation for stakeholders—including manufacturers, researchers, and policymakers—to foster sustainable innovation in bamboo-based composite production. The methodology and recommendations presented herein can also be extended to other bio-based construction materials, contributing to the global transition toward climate-resilient and carbon-neutral infrastructure.