Evaluation of Evolutionary Algorithms for humanized and homeodynamic hospital projects
DOI:
https://doi.org/10.29147/datjournal.v8i4.801Keywords:
Homeodynamic and humanized hospital architecture, Generative design, Evolutionary Algorithms, Multi-objective optimization, Healthcare professionAbstract
The architectural configurations of healthcare environments, including articulation with external spaces, natural elements and environmental variables, directly impact the biological homeostasis of nursing teams. In addition to construction criteria, the personal preferences of indoor occupants have been increasingly met by the use of evolutionary multi-objective optimization algorithms. Through a literature systematic review, the intention was to reach the state of the art regarding the use of this technology to improve hospital spaces, especially considering the architectural preferences of nurses. To this end, this work was based on the transdisciplinary cooperation proposed by the Homeodynamic Environments and Products concept, which aim to restore and maintain the users’ health. The results obtained cover eleven works that sought to optimize hospital facades and floor plans. From this results it was possible to identify the integration of nurses’ preferences in archictetural design of hospital environments as a significant research gap. Together with evolutionary algorithms, these design variables represent a significant advance in the creation of homeodynamic and humanized hospital environments.
Downloads
References
AGARWAL, Neha; CHATURVEDY, Shefali; CHATURVEDI, Saurabh; CHATURVEDI, Yogita. Salivary Cortisol and Alpha-amylase—Biomarkers of Stress in Children undergoing Extraction: an in vivo study. International Journal of Clinical Pediatric Dentistry, v. 11, n. 3, p. 214-218, 2018. DOI: https://doi.org/10.5005/jp-journals-10005-1514
BEAR, Mark F.; CONNORS, Barry W.; PARADISO, Michael A. Neuroscience: Exploring the Brain. 4. ed. Burlington: Jones & Bartlett Learning, 2015.
BESBAS, Soumaya; NOCERA, Francesco; ZEMMOURI, Noureddine; KHADRAOUI, Mohamed Amine; BESBAS, Asma. Parametric-Based Multi-Objective Optimization Workflow: Daylight and Energy Performance Study of Hospital Building in Algeria. Sustainability (Switzerland), v. 14, n. 19, 2022. DOI: 10.3390/su141912652. Disponível em: https://www.mdpi. com/2071-1050/14/19/12652. Acesso em: 30 ago. 2023. DOI: https://doi.org/10.3390/su141912652
CARMEL-GILFILEN, Candy; PORTILLO, Margaret. Designing With Empathy: Humanizing Narratives for Inspired Healthcare Experiences Background and Context. Health Environments Research & Design Journal, v. 9, n. 2, p. 130–146, 2016. DOI: 10.1177/1937586715592633. Disponível em: https://journals.sagepub.com/doi/10.1177/1937586715592633. Acesso em: 2 fev. 2023. DOI: https://doi.org/10.1177/1937586715592633
CARTA, Silvio; LOE, Stephanie St; TURCHI, Tommaso; SIMON, Joel. Self-organising floor plans in care homes. Sustainability (Switzerland), v. 12, n. 11, 2020. DOI: 10.3390/su12114393. Disponível em: https://www.mdpi.com/2071-1050/12/11/4393. Acesso em: 2 fev. 2023. DOI: https://doi.org/10.3390/su12114393
DAMÁSIO, António. Descartes’ Error: Emotion, Reason, and the Human Brain. Reimpressão ed. Londres: Penguin, 2005.
DAMÁSIO, António. Em Busca de Espinosa: Prazer e dor na ciência dos sentimentos. 2. ed. São Paulo: Editora Companhia das Letras, 2004.
DU, Renjie; WANG, Yu; ZHANG, Xinli. Optimization of Patient Guidance Path Based on Improved Genetic Algorithm. In: IEEE International Conference on Artificial Intelligence and Big Data (ICAIBD), 5, 2022, Chengdu. Anais [..]. Chengdu: Institute of Electrical and Electronics Engineers Inc., 2022. p. 598–604. DOI: 10.1109/ICAIBD55127.2022.9820469. Disponível em: https://ieeexplore.ieee.org/document/9820469. Acesso em: 26 ago. 2023. DOI: https://doi.org/10.1109/ICAIBD55127.2022.9820469
GABRIEL, Paulo Henrique R.; DELBEM, Alexandre Cláudio B. Fundamentos de algoritmos evolutivos. 2008. São Carlos: ICMC-USP. Disponível em: https://repositorio.usp.br/directbitstream/7472618b-87b3-4077-a1ca-eb5f40a0542c/nd_75.pdf. Acesso em: 14 set. 2023.
HALAWA, Farouq; MADATHIL, Sreenath Chalil; KHASAWNEH, Mohammad T. Multi-objective unequal area pod-structured healthcare facility layout problem with daylight requirements. Computers & Industrial Engineering, v. 162, p. 107722, 2021. DOI: 10.1016/J. CIE.2021.107722. Disponível em: https://www.sciencedirect.com/science/article/abs/pii/ S0360835221006264. Acesso em: 10 fev. 2023. DOI: https://doi.org/10.1016/j.cie.2021.107722
NEJATI, Adeleh; SHEPLEY, Mardelle; RODIEK, Susan; LEE, Chanam; VARNI, James. Restorative Design Features for Hospital Staff Break Areas: A Multi-Method Study. Health Environments Research and Design Journal, v.9, n. 2, p. 16–35, 2016. DOI: https:// doi.org/10.1177/1937586715592632. Disponível em: https://journals.sagepub.com/doi/ full/10.1177/1937586715592632. Acesso em: 13 abr. 2023. DOI: https://doi.org/10.1177/1937586715592632
MCGAIN, Forbes; NAYLOR, Chris. Environmental sustainability in hospitals - a systematic review and research agenda. Journal of Health Services Research & Policy, v. 19, n. 4, p. 245–252, 2014. DOI: https://doi.org/10.1177/1355819614534836. Disponível em: https:// journals.sagepub.com/doi/10.1177/1355819614534836. Acesso em: 20 abr. 2023. DOI: https://doi.org/10.1177/1355819614534836
Nanda, Upali; Pati, Debajyoti; McCurry, Katir. Neuroesthetics and healthcare design. Health Environments Research & Design Journal, v. 2, n. 2, p. 116–133, 2009. DOI: https://doi.org/10.1177/193758670900200210. Disponível em: https://journals.sagepub.com/doi/10.1177/193758670900200210?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed. Acesso em 30 jul. 2023. DOI: https://doi.org/10.1177/193758670900200210
HIMMETOĞLU, Salih; DELICE, Yılmaz; KIZILKAYA AYDOĞAN, Emel; UZAL, Burak. Green building envelope designs in different climate and seismic zones: Multi-objective ANN-based genetic algorithm. Sustainable Energy Technologies and Assessments, v. 53, p. 102505, 2022. DOI: 10.1016/J.SETA.2022.102505. Disponível em: https://www.sciencedirect.com/science/article/abs/pii/S2213138822005550. Acesso em: 18 fev. 2023. DOI: https://doi.org/10.1016/j.seta.2022.102505
HUO, Jiazhen; LIU, Jing; GAO, Hong. An NSGA-II Algorithm with Adaptive Local Search for a New Double-Row Model Solution to a Multi-Floor Hospital Facility Layout Problem. Applied Sciences 2021, v. 11, n. 4, p. 1758- 1.779, 2021. DOI: 10.3390/APP11041758. Disponível em: https://www.mdpi.com/2076-3417/11/4/1758/htm. Acesso em: 11 abr. 2023. DOI: https://doi.org/10.3390/app11041758
KARAMAN, Selim; EKICI, Berk; CUBUKCUOGLU, Cemre; KOYUNBABA, Basak Kundakci; KAHRAMAN, Ilker. Design of rectangular façade modules through computational intelligence. In: IEEE Congress on Evolutionary Computation (CEC), 2017, Donostia. Anais […]. Donostia: IEEE Press, 2017. p. 1021–1028. DOI: 10.1109/CEC.2017.7969420. Disponível em: https://dl.acm.org/doi/abs/10.1109/CEC.2017.7969420. Acesso em: 17 fev. 2023. DOI: https://doi.org/10.1109/CEC.2017.7969420
KATOCH, Sourabh, CHAUHAN, Sumit Singh, KUMAR, Vijay. A review on genetic algorithm: past, present, and future. Multimedia Tools and Applications, v. 80, n.5, p. 8091–8126, 2021. DOI: 10.1007/s11042-020-10139-6. Disponível em: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7599983/. Acesso em 08 fev. 2023. DOI: https://doi.org/10.1007/s11042-020-10139-6
KHAMISA, Natasha; OLDENBURG, Brian; PELTZER, Karl; ILIC, Dragan. Work Related Stress, Burnout, Job Satisfaction and General Health of Nurses. International Journal of Environmental Research and Public Health, v. 12, n. 1, p. 652-666, 2015. DOI: 10.3390/IJERPH120100652. Disponível em: https://www.mdpi.com/1660-4601/12/1/652/htm. Acesso em: 29 ago. 2023. DOI: https://doi.org/10.3390/ijerph120100652
LEITNER, Angelo; PINA, Silvia Mikami. Arquitetura sob a ótica da humanização em ambientes de quimioterapia pediátrica. Ambiente Construído, v. 20, n. 3, p. 179–198, 2020. DOI: 10.1590/S1678-86212020000300424. Disponível em: https://www.scielo.br/j/ac/a/QPVpMcNW5kmfDCJh7pn9jdf/?lang=pt. Acesso em: 2 set. 2023. DOI: https://doi.org/10.1590/s1678-86212020000300424
LUKE, Sean. Essentials of Metaheuristics: A Set of Undergraduate Lecture Notes by. 2. ed. 2015. Disponível em: https://ds.amu.edu.et/xmlui/bitstream/handle/123456789/14542/Essentials%20-%20263%20pages.pdf?sequence=1&isAllowed=y. Acesso em: 1 fev. 2023.
MARTINO, Jarryer Andrade de. Algoritmos evolutivos como método para desenvolvimento de projetos de arquitetura. 2015. Tese (Doutorado) - Universidade Estadual de Campinas (UNICAMP). Faculdade de Engenharia Civil, Arquitetura e Urbanismo, Campinas, 2015. p. 281. Disponível em: https://bv.fapesp.br/pt/publicacao/135281/algoritmos-evolutivos-como-metodo-para-desenvolvimento-de-pr/. Acesso em: 29 ago. 2023.
MARTINO, Jarryer Andrade De; CELANI, Gabriela. Sistema Generativo Evolutivo como Método no Processo Criativo. Blucher Design Proceedings, v. 1, n. 8, p. 380–383, 2014. DOI: 10.5151/despro-sigradi2014-0076. Disponível em: https://www.proceedings.blucher.com.br/article-details/sistema-generativo-evolutivo-como-mtodo-no-processo-criativo-14293. Acesso em: 20 fev. 2023. DOI: https://doi.org/10.5151/despro-sigradi2014-0076
PICARD, Rosalind W. Affective Computing. Cambridge, MA, USA: MIT Press, 1997. DOI: https://doi.org/10.1037/e526112012-054
POISSON, Benoît. Perspective biopsychologique systémique des émotions de base. Sante Mentale au Quebec, v. 40, n. 3, p. 223–244, 2015. DOI: 10.7202/1034920AR. Disponível em: https://www.erudit.org/en/journals/smq/2015-v40-n3-smq02336/1034920ar/. Acesso em: 22 jul. 2023. DOI: https://doi.org/10.7202/1034920ar
ROSE, S. Lifelines: Biology beyond Determinism. Nova York: Oxford University Press,1998.
RUTTEN, David. Galapagos: On the logic and limitations of generic solvers. Architectural Design, v. 83, n. 2, p. 132–135, 2013. DOI: 10.1002/ad.1568. Disponível em: https://onlinelibrary.wiley.com/doi/abs/10.1002/ad.1568. Acesso em: 20 fev. 2023. DOI: https://doi.org/10.1002/ad.1568
SLEIMAN, Hassan A.; HEMPEL, Steffen; TRAVERSARI, Roberto; BRUINENBERG, Sander. An as-SU, Zhou Zhou. Optimizing Spatial Adjacency in Hospital Master Planning. Communications in Computer and Information Science, v. 1028, p. 134–144, 2019. DOI: 10.1007/978-981-13-8410-3_10/TABLES/1. Disponível em: https://link.springer.com/chapter/10.1007/978-981-13-8410-3_10. Acesso em: 8 fev. 2023.
TERZIDIS, Kostas. Algorithmic Design: A Paradigm Shift in Architecture? In: Education and research in Computer Aided Architectural Design in Europe (eCAADe), 22, 2004, Copenhagen. Anais [..]. eCAADe, 2004. p. 201–207. DOI: 10.52842/conf.ecaade.2004.201. Disponível em: https://papers.cumincad.org/cgi-bin/works/paper/2004_201. Acesso em: 20 fev. 2023. DOI: https://doi.org/10.52842/conf.ecaade.2004.201
TOLEDO, Luis Carlos. Feitos para cuidar: a arquitetura como um gesto médico e a humanização do edifício hospitalar. 2008. Tese (Doutorado) – Universidade Federal do Rio de Janeiro, Programa de Pós-Graduação em Arquitetura, Rio de Janeiro 2008. Disponível em: http://objdig.ufrj.br/21/teses/707407.pdf. Acesso em: 20 fev. 2023.
ULRICH, Roger S.; ZIMRING, Craig; ZHU, Xuemei; DUBOSE, Jennifer; SEO, Hyun Bo; CHOI, Young Seon; QUAN, Xiaobo; JOSEPH, Anjali. A Review of the Research Literature on Evidence-Based Healthcare Design. Spring, v. 1, n. 3, p. 61–125, 2008. DOI: 10.1177/193758670800100306. Disponível em: https://journals.sagepub.com/doi/full/10.1177/193758670800100306?journalCode=hera. Acesso em: 19 maio. 2023. DOI: https://doi.org/10.1177/193758670800100306
WINGENFELD, Katja; SCHULZ, Michael; DAMKROEGER, Annika; PHILIPPSEN, Christine; ROSE, Matthias; DRIESSEN, Martin. The diurnal course of salivary alpha-amylase in nurses: an investigation of potential confounders and associations with stress. Biological Psychology, v. 85, n. 1, p. 179-181, set. 2010. DOI: https://doi.org/10.1016/j.biopsycho.2010.04.005
YUFKA, Muhittin; EKICI, Berk; CUBUKCUOGLU, Cemre; CHATZIKONSTANTINOU, Ioannis; SARIYILDIZ, I. Sevil. Multi-Objective skylight optimization for a healthcare facility foyer space. In: IEEE Congress on Evolutionary Computation (CEC 2017), 2017, Donotia. Anais [..]. DOI: https://doi.org/10.1109/CEC.2017.7969418
IEEE, 2017. p. 1008–1014. DOI: 10.1109/CEC.2017.7969418. Disponível em: https://ieeexplore. ieee.org/document/7969418. Acesso em: 4 abr. 2023.
ZHAO, Chaowang; YANG, Jian; XIONG, Wuyue; LI, Jiatong. Two Generative Design Methods of Hospital Operating Department Layouts Based on Healthcare Systematic Layout Planning and Generative Adversarial Network. Journal of Shanghai Jiaotong University (Science), v. 26, n. 1, p. 103–115, 2021. DOI: 10.1007/s12204-021-2265-9. Disponível em: https://link.springer.com/article/10.1007/s12204-021-2265-9. Acesso em: 4 abr. 2023. DOI: https://doi.org/10.1007/s12204-021-2265-9
ZUANON, Rachel; LIMA, Claudio Ferreira; MONTEIRO, Evandro Ziggiatti. Ambientes e Produtos Homeodinâmicos: perspectivas e contribuições à saúde e ao bem-estar do ser humano. DAT Journal, v. 5, n. 4, p. 194–212, 2020. DOI: 10.29147/dat.v5i4.290. Disponivel em: https://datjournal.emnuvens.com.br/dat/article/view/290. Acesso em: 21 dez. 2022. DOI: https://doi.org/10.29147/dat.v5i4.290
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2023 DAT Journal
This work is licensed under a Creative Commons Attribution 4.0 International License.