R Language for Environmental Design Academic Research Analysis
Abstract
:1. Introduction
2. Literature Review
2.1. Definition of Environmental Design
2.2. Development Path of Environmental Design
3. Methodology
3.1. Data Sources
3.2. Research Method
3.3. R Language Platform
3.4. Technical Route
4. Results
4.1. Research Progress Overview
4.1.1. Publication Trends
4.1.2. Publication Regions
4.1.3. Analysis of Main Journals
- Core area: contains 47 journals, contributing of literature.
- Related area: contains 382 journals, contributing of literature.
- Peripheral area: contains 847 journals, contributing of literature.
4.1.4. Highly Productive Authors and Their Collaborative Contributions
4.1.5. Institutional Analysis
4.2. Field of Study
4.2.1. Cited Literature Distribution Statistics
4.2.2. Keyword Co-Occurrence Analysis
4.2.3. Thematic Evolution and Development Trends
4.2.4. Past, Current, and Perspective of Environmental Design
5. Discussion and Outlook
5.1. Discussion
- Environmental design has progressed through three distinct phases—initial accumulation (2000–2009), rapid expansion (2010–2019), and focused consolidation since 2020—reflecting a shift from foundational theory toward application-driven solutions such as green building certification, ecological master planning, and low-carbon strategies.
- International cooperation is an important driving force for the development of the field of environmental design. Countries like the United States, China, and the United Kingdom dominate this field. China’s scientific research cooperation model is gradually becoming more globalized, reflecting the country’s increasing importance in international scientific research cooperation. In addition, countries such as the United Kingdom and Australia promote innovation through close international cooperation, further strengthening the global research network.
- Journal analysis shows that Sustainability, Building and Environment, and HERD are the most influential and core journals in the field of environmental design. These journals not only lead in the number of publications but also occupy important positions in terms of citation frequency and academic influence. At the same time, Bradford’s Law reveals the core–periphery pattern of journal literature distribution in this field, further confirming a few core journals’ important role in promoting the discipline’s development.
- Regarding core authors, Pushkar S, Abdullah A, Marzbali MH, and others have played an important role in promoting the sustainable development of the architecture and environmental design field. Cooperative research is dominant, reflecting that the research in the field of environmental design depends on international cooperation and interdisciplinary collaboration, which promotes the expansion and diversity of the academic network.
- Citation bursts and keyword co-occurrence surface four emerging themes—health-centered spaces, energy-efficient retrofitting, social well-being metrics, and green building systems—pointing to fertile intersections of environmental psychology. From multiple fields such as health, sustainability, and social security, the applied research of environmental design in aspects such as social well-being, building energy efficiency, and green buildings has gradually deepened, demonstrating strong potential for interdisciplinary cooperation.
5.2. Outlook
- Integration of Sustainability and Public Health: With the intensification of global climate change, the role of environmental design in addressing climate change and improving human health will become increasingly important. Future research should deeply explore the interrelationships among green buildings, low-carbon design, and healthy environments, and promote the construction of healthy cities and green communities. Moreover, integrating environmental performance tools (e.g., WELL, LEED, and Passive House standards) with public health indicators can provide evidence-based guidance for healthy urban development.
- Digital Transformation and Technological Innovation: The rapid development of information technology has brought new opportunities to environmental design, especially in areas such as intelligent buildings, data-driven decision-making, and technology-optimized design. With the application of technologies such as artificial intelligence, big data, and the Internet of Things, environmental design research will rely more on digital means, promoting precise design and intelligent management integration. Future research should explore digital twin technology for real-time simulation of building performance, as well as generative design algorithms to automatically produce energy-efficient and user-centered spatial layouts.
- Depending on Interdisciplinary Cooperation: Environmental design is not just a problem in architecture. Cross-disciplinary cooperation among sociology, psychology, urban planning, engineering, and other disciplines will be the key to future development. Researchers should strengthen interdisciplinary cooperation and communication and explore more comprehensive and innovative solutions.
- Rise of Emerging Markets: With the rise of emerging markets in the Middle East, Africa, the Asia-Pacific region, etc., there is huge potential for developing environmental design in these regions. Future research may focus on the specific needs of these regions and propose sustainable design strategies that adapt to the local environment and culture. Field experiments, community co-creation, and vernacular adaptation studies will be vital to ensure feasibility and long-term sustainability.
- Global Cooperation and Network Building: International cooperation remains the core force driving the progress of environmental design research, especially in global climate change, resource management, and environmental protection. International scientific research cooperation will be even closer, and transnational research projects and joint releases will become the mainstream.
5.3. Limitation
6. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
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No. | Country | Articles | Articles % | SCP | MCP | MCP % |
---|---|---|---|---|---|---|
1 | USA | 665 | 26.3 | 600 | 65 | 9.8 |
2 | China | 376 | 14.9 | 310 | 66 | 17.6 |
3 | United Kingdom | 140 | 5.5 | 105 | 35 | 25 |
4 | Canada | 95 | 3.8 | 84 | 11 | 11.6 |
5 | Australia | 93 | 3.7 | 72 | 21 | 22.6 |
No. | Authors | Articles | Articles Fractionalized |
---|---|---|---|
1 | Pushkar s | 30 | 27.00 |
2 | Abdullah a | 14 | 3.85 |
3 | Marzbali mh | 12 | 3.40 |
4 | Hasirci d | 10 | 6.50 |
5 | Lee j | 10 | 3.70 |
No. | Publication | Local Citation | Global Citation | LC/GC Ratio (%) |
---|---|---|---|---|
1 | A Review and Current Status of Crime Prevention through Environmental Design (CPTED). Paul Cozens et al. (2015) | 57 | 171 | 33.33 |
2 | A comprehensive analysis of the credits obtained by LEED 2009-certified green buildings. Peng Wu et al. (2017) | 42 | 111 | 37.84 |
3 | A decade review of the credits obtained by LEED v2.2 certified green building projects. Peng Wu et al. (2016) | 38 | 87 | 43.68 |
4 | The influence of crime prevention through environmental design on victimization and fear of crime. Massoomeh Hedaati Marz Bali et at (2012) | 33 | 60 | 55.00 |
5 | Measuring crime prevention through environmental design. John R. Minnery and Bill Lim (2005) | 31 | 65 | 47.69 |
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Zhang, J.; Dai, S.; Guo, C.; Shen, M.; Liu, Y.; Cenci, J. R Language for Environmental Design Academic Research Analysis. Land 2025, 14, 1084. https://doi.org/10.3390/land14051084
Zhang J, Dai S, Guo C, Shen M, Liu Y, Cenci J. R Language for Environmental Design Academic Research Analysis. Land. 2025; 14(5):1084. https://doi.org/10.3390/land14051084
Chicago/Turabian StyleZhang, Jiazhen, Shixuan Dai, Chengchen Guo, Mingjie Shen, Yang Liu, and Jeremy Cenci. 2025. "R Language for Environmental Design Academic Research Analysis" Land 14, no. 5: 1084. https://doi.org/10.3390/land14051084
APA StyleZhang, J., Dai, S., Guo, C., Shen, M., Liu, Y., & Cenci, J. (2025). R Language for Environmental Design Academic Research Analysis. Land, 14(5), 1084. https://doi.org/10.3390/land14051084