Lighting, colour and geometry: Which has the greatest influence on students' cognitive processes?
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Color is one of the first sensory stimuli perceived by learners, shaping emotional responses and influencing cognitive processing.
“In reality, color is one of the first sensory stimuli perceived by learners, shaping emotional responses and influencing cognitive processing [22], [23], [24].”
From Identification of the Redox Reaction Between CuSO₄ and Zn Through Visual Observation in Basic Chemistry (2026) · cites this paper as [22]
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Lakens, D. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00863 · Cited by 10,303 · see citing works
Systematic review of light exposure impact on human circadian rhythm
Tähkämö, L., Partonen, T., & Pesonen, A.-K. (2019) · Chronobiology International · doi:10.1080/07420528.2018.1527773 · Cited by 480 · see citing works
Higuera-Trujillo, J. L., López-Tarruella Maldonado, J., & Llinares Millán, C. (2017) · Applied Ergonomics · doi:10.1016/j.apergo.2017.05.006 · Cited by 299 · see citing works
Effects of noise, heat and indoor lighting on cognitive performance and self-reported affect
HYGGE, S., & KNEZ, I. (2001) · Journal of Environmental Psychology · doi:10.1006/jevp.2001.0222 · Cited by 213 · see citing works
Díaz-Orueta, U., Garcia-López, C., Crespo-Eguílaz, N., Sánchez-Carpintero, R., Climent, G., & Narbona, J. (2014) · Child Neuropsychology · doi:10.1080/09297049.2013.792332 · Cited by 159 · see citing works
Gabel, V., Maire, M., Reichert, C. F., Chellappa, S. L., Schmidt, C., Hommes, V., Viola, A. U., & Cajochen, C. (2013) · Chronobiology International · doi:10.3109/07420528.2013.793196 · Cited by 154 · see citing works
Coleman, B., Marion, S., Rizzo, A., Turnbull, J., & Nolty, A. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01851 · Cited by 78 · see citing works
Effects of School Lighting on Physical Development and School Performance
Hathaway, W. E. (1995) · The Journal of Educational Research · doi:10.1080/00220671.1995.9941304 · Cited by 75 · see citing works
Picucci, L., Caffò, A. O., & Bosco, A. (2011) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2011.01.005 · Cited by 72 · see citing works
Flagged first, then by citations
Research works printed but not linked: 68
- Ahrentzen, S., Evans, G.W., 1984. Distraction, privacy, and class- room design. Environ. Behav. 16 (4), 437e454. https: //doi.org/10.1177/0013916584164002. · DOI
- Allahyar, M., Hunt, E., 2003. The assessment of spatial orientation using virtual reality techniques. Int. J. Test. 3 (3), 263e275. https://doi.org/10.1207/S15327574IJT0303_5. · DOI
- Areces, D., Dockrell, J., Garcı ´a, T., Gonza ´lez-Castro, P., Rodrı ´guez, C., 2018. Analysis of cognitive and attentional pro- files in children with and without ADHD using an innovative virtual reality tool. PLoS One 13 (8), e0201039. https: //doi.org/10.1371/journal.pone.0201039. · DOI
- Armougum, A., Orriols, E., Gaston-Bellegarde, A., Joie-La Marle, C., Piolino, P., 2019. Virtual reality: a new method to investigate cognitive load during navigation. J. Environ. Psy- chol. 65, 101338. https://doi.org/10.1016/j.jenvp. 2019.101338. · DOI
- Baird, J.C., Cassidy, B., Kurr, J., 1978. Room preference as a func- tion of architectural features and user activities. J. Appl. Psy- chol. 63 (6), 719. https://doi.org/10.1037/0021-9010.63.6.719. · DOI
- Barrett, P., Davies, F., Zhang, Y., Barrett, L., 2015. The impact of classroom design on pupils' learning: final results of a holistic, multi-level analysis. Build. Environ. 89, 118e133. https: //doi.org/10.1016/j.buildenv.2015.02.013. · DOI
- Baum, E.J., 2018. Learning space design and classroom behavior. International Journal of Learning. Teaching and Educational Research 17 (9), 34e54. https://doi.org/10.26803/ijlter.17.9.3. Beato, M.S., Dı ´ez, E., 2001. False recognition production indexes in Spanish for 60 DRM lists with three critical words. Behav. Res. Methods 43, 499e507. · DOI
- Bernabe ´u, E., 2017. Attention and Memory: critical processes for learning. Applications for educational environments. ReiDoCrea 6 (2), 16e23. https://doi.org/10.30827/Digibug.47141. · DOI
- Bernardo, F., Loupa-Ramos, I., Matos Silva, C., Manzo, M., 2021. The restorative effect of the presence of greenery on the classroom in children's cognitive performance. Sustainability 13 (6), 3488. https://doi.org/10.3390/su13063488. · DOI
- Bosco, A., Longoni, A.M., Vecchi, T., 2004. Gender effects in spatial orientation: cognitive profiles and mental strategies. Appl. Cognit. Psychol.: The Official Journal of the Society for Applied Research in Memory and Cognition 18 (5), 519e532. https://doi.org/10.1002/acp.1000. · DOI
- Bullinger, H.J., Bauer, W., Wenzel, G., Blach, R., 2010. Towards user centred design (UCD) in architecture based on immersive virtual environments. Comput. Ind. 61 (4), 372e379. https: //doi.org/10.1016/j.compind.2009.12.003. · DOI
- Cockerill, I.M., Miller, B.P., 1983. Children's colour preferences and motor skill performance with variation in environmental colour. Percept. Mot. Skills 56 (3), 845e846. https: //doi.org/10.2466/pms.1983.56.3.8. · DOI
- Coluccia, E., Louse, G., 2004. Gender differences in spatial orientation: a review. J. Environ. Psychol. 24 (3), 329e340. https://doi.org/10.1016/j.jenvp.2004.08.006. · DOI
- Correa, V., Estupin ˜a ´n, L., Garcı ´a, Z., Gime ´nez, O., Prada, L.F., Rojas, A., Rojas, S., Cristancho, E., 2007. Perception of the visible spectrum: differences among gender and age. Revista Med 15 (1), 2.
- Costa, M., Frumento, S., Nese, M., Predieri, I., 2018. Interior color and psychological functioning in a university residence hall. Front. Psychol. 9, 1580. https://doi.org/10.3389/fpsyg.2018.01580. · DOI
- Cubukcu, E., Kahraman, I., 2008. Hue, saturation, lightness, and building exterior preference: an empirical study in Turkey comparing architects' and nonarchitects' evaluative and cognitive judgments. Color Res. Appl. 33 (5), 395e405. https: //doi.org/10.1002/col.20436. · DOI
- Eccles, J.S., 2005. Influences of parents' education on their chil- dren's educational attainments: the role of parent and child perceptions. Lond. Rev. Educ. 3 (3), 191e204. https: //doi.org/10.1080/14748460500372309. · DOI
- Funk, D., Ndubisi, N.O., 2006. Colour and product choice: a study of gender roles. Manag. Res. News 29 (1/2), 41e52. https: //doi.org/10.1108/01409170610645439. · DOI
- Gao, X.P., Xin, J.H., 2006. Investigation of human's emotional re- sponses on colors. Color Res. Appl. 31 (5), 411e417. https: //doi.org/10.1002/col.20246. · DOI
- Heydarian, A., Carneiro, J.P., Gerber, D., Becerik-Gerber, B., Hayes, T., Wood, W., 2015. Immersive virtual environments versus physical built environments: a benchmarking study for building design and user-built environment explorations. Autom. ConStruct. 54, 116e126. https://doi.org/10.1016/j. autcon.2015.03.020. · DOI
- Huang, Z., Liu, Q., Liu, Y., Pointer, M., Bodrogi, P., Khanh, T.Q., Liu, A., 2020. Gender difference in colour preference of light- ing: a pilot study. Light Eng 28 (4), 111e122.
- Huang, Z., Liu, Q., Liu, Y., Pointer, M.R., Luo, M.R., Wang, Q., Wu, B., 2019. Best lighting for jeans, part 1: optimising colour preference and colour discrimination with multiple correlated colour temperatures. Light. Res. Technol. 51 (8), 1208e1223. https://doi.org/10.1177/1477153518816125. · DOI
- Hurlbert, A., Ling, Y., 2012. Understanding colour perception and preference. In: Best, J. (Ed.), Colour Design. Theories and Ap- plications. Woodhead Publishing, Sawston, pp. 129e157.
- Jalil, N.A., Yunus, R.M., Said, N.S., 2013. Students' colour perception and preference: an empirical analysis of its rela- tionship. Procedia-Social and Behavioral Sciences 90, 575e582. https://doi.org/10.1016/j.sbspro.2013.07.128. · DOI
- Kalantari, S., Rounds, J.D., Kan, J., Tripathi, V., Cruz-Garza, J.G., 2021. Comparing physiological responses during cognitive tests in virtual environments vs. in identical real-world environ- ments. Sci. Rep. 11 (1), 1e14. https://doi.org/10.1038/s41598- 021-89297-y. · DOI
- Karakas, T., Yildiz, D., 2020. Exploring the influence of the built environment on human experience through a neuroscience approach: a systematic review. Frontiers of Architectural Research 9 (1), 236e247. https://doi.org/10.1016/j.foar. 2019.10.005. · DOI
- Keis, O., Helbig, H., Streb, J., Hille, K., 2014. Influence of blue- enriched classroom lighting on students׳ cognitive performance. Trends in Neuroscience and Education 3 (3e4), 86e92. https://doi.org/10.1016/j.tine.2014.09.001. · DOI
- Knez, I., Kers, C., 2000. Effects of indoor lighting, gender, and age on mood and cognitive performance. Environ. Behav. 32 (6), 817e831. https://doi.org/10.1177/0013916500326005. · DOI
- Kwallek, N., Lewis, C.M., Lin-Hsiao, J.W.D., Woodson, H., 1996. Effects of nine monochromatic office interior colors on clerical tasks and worker mood. Color Res. Appl. 21 (6), 448e458.
- Latini, A., Di Giuseppe, E., D'Orazio, M., Di Perna, C., 2021. Exploring the use of immersive virtual reality to assess occu- pants' productivity and comfort in workplaces: An experimental study on the role of walls colour. Energy and Buildings 253, 111508. https://doi.org/10.1016/j.enbuild.2021.111508. · DOI
- Lindblom-Yla ¨nne, S., Pihlajama ¨ki, H., Kotkas, T., 2003. What makes a student group successful? Student-student and student- teacher interaction in a problem-based learning environment. Learn. Environ. Res. 6 (1), 59e76. https://doi.org/10.1023/A: 1022963826128. · DOI
- Llinares, C., Castilla, N., Higuera-Trujillo, J.L., 2021a. Do attention and memory tasks require the same lighting? A study in uni- versity classrooms. Sustainability 13 (15), 8374. https: //doi.org/10.3390/su13158374. · DOI
- Llinares, C., Higuera-Trujillo, J.L., Montan ˜ana i Avin ˜o ´, A., Torres, J., entieri, C., 2021c. The influence of classroom width on attention and memory: virtual-reality-based task perfor- mance and neurophysiological effects. Build. Res. Inf. 49 (7), 813e826. https://doi.org/10.1080/09613218.2021.1899798. · DOI
- Llinares, C., Higuera-Trujillo, J.L., Serra, J., 2021b. Cold and warm coloured classrooms. Effects on students' attention and memory measured through psychological and neurophysiolog- ical responses. Build. Environ. 196, 107726. https: //doi.org/10.1016/j.buildenv.2021.107726. · DOI
- Lipson-Smith, R., Bernhardt, J., Zamuner, E., Churilov, L., Busietta, N., Moratti, D., 2021. Exploring colour in context using Virtual Reality: does a room change how you feel? Virtual Real. 25 (3), 631e645. https://doi.org/10.1007/s10055-020-00479-x. · DOI
- Lizzio, A., Wilson, K., Simons, R., 2002. University students' per- ceptions of the learning environment and academic outcomes: implications for theory and practice. Stud. High Educ. 27 (1), 27e52. https://doi.org/10.1080/03075070120099359. · DOI · Paper page
- Lu, Y., Li, W., Xu, W., Lin, Y., 2019. Impacts of LED dynamic white lighting on atmosphere perception. Light. Res. Technol. 51 (8), 1143e1158. https://doi.org/10.1177/1477153518823833. · DOI
- Maillet, D., Beaty, R.E., Kucyi, A., Schacter, D.L., 2019. Large-scale network interactions involved in dividing attention between the external environment and internal thoughts to pursue two distinct goals. Neuroimage 197, 49e59. https: //doi.org/10.1016/j.neuroimage.2019.04.054. · DOI
- Marchand, G.C., Nardi, N.M., Reynolds, D., Pamoukov, S., 2014. The impact of the classroom built environment on student perceptions and learning. J. Environ. Psychol. 40, 187e197. https://doi.org/10.1016/j.jenvp.2014.06.009. · DOI
- Marı ´n-Morales, J., Higuera-Trujillo, J.L., Greco, A., Guixeres, J., Llinares, C., Gentili, C., Scilingo, E.P., Alcan ˜iz, M., Valenza, G., 2019. Real vs. immersive-virtual emotional experience: analysis of psycho-physiological patterns in a free exploration of an art museum. PLoS One 14 (10), e0223881. https: //doi.org/10.1371/journal.pone.0223881. · DOI
- Matheis, R.J., Schultheis, M.T., Tiersky, L.A., DeLuca, J., Millis, S.R., Rizzo, A., 2007. Is learning and memory different in a virtual environment? Clin. Neuropsychol. 21, 143e161. https: //doi.org/10.1080/13854040601100668. · DOI
- Mavros, P., Conroy Dalton, R., Kuliga, S., Gath Morad, M., Robson, S., Ho ¨lscher, C., 2021. Architectural cognition cards: a card-based method for introducing spatial cognition research and user-centred thinking into the design process. Architect. Sci. Rev. 1e18. https://doi.org/10.1080/00038628.2021. 2008299. · DOI
- Mills, P.R., Tomkins, S.C., Schlangen, L.J., 2007. The effect of high correlated colour temperature office lighting on employee wellbeing and work performance. J. Circadian Rhythms 5 (1), 1e9. https://doi.org/10.1186/1740-3391-5-2. · DOI
- Miola, L., Meneghetti, C., Toffalini, E., Pazzaglia, F., 2021. Envi- ronmental learning in a virtual environment: do gender, spatial self-efficacy, and visuospatial abilities matter? J. Environ. Psy- chol. 78, 101704. https://doi.org/10.1016/j.jenvp.2021.101704. · DOI
- Nole ´, M.L., Higuera-Trujillo, J.L., Llinares, C., 2021. Effects of classroom design on the memory of university students: from a gender perspective. Int. J. Environ. Res. Publ. Health 18 (17), 9391. https://doi.org/10.3390/ijerph18179391. · DOI
- Nyrud, A.Q., Bringslimark, T., Bysheim, K., 2014. Benefits from wood interior in a hospital room: a preference study. Architect. Sci. Rev. 57 (2), 125e131. https://doi.org/10.1080/00038628. 2013.816933. · DOI
- Park, E.L., Choi, B.K., 2014. Transformation of classroom spaces: traditional versus active learning classroom in colleges. High Educ. 68 (5), 749e771. https://doi.org/10.1007/s10734-014- 9742-0. · DOI
- Pilorz, V., Helfrich-Forster, C., Oster, H., 2018. The role of the circadian clock system in physiology. Pflu ¨gers Archiv 470 (2), 227e239. https://doi.org/10.1007/s00424-017-2103-y. · DOI
- Ramli, N.H., Ahmad, S., Masri, M.H., 2013. Improving the classroom physical environment: classroom users' perception. Procedia- Social and Behavioral Sciences 101, 221e229. https: //doi.org/10.1016/j.sbspro.2013.07.195. · DOI
- Rea, M., Figueiro, M., Bullough, J., 2002. Circadian photobiology: an emerging framework for lighting practice and research. Light. Res. Technol. 34, 177e190. https://doi.org/10. 1191/1365782802lt057oa. · DOI
- Read, M.A., Sugawara, A.I., Brandt, J.A., 1999. Impact of space and color in the physical environment on preschool children's cooperative behavior. Environ. Behav. 31 (3), 413e428. https: //doi.org/10.1177/00139169921972173. · DOI
- Rigolon, A., Alloway, M., 2011. Children and their development as the starting point: a new way to think about the design of elementary schools. Educ. Child Psychol. 28 (1), 64.
- Rizzo, A.A., Bowerly, T., Buckwalter, J.G., Klimchuk, D., Mitura, R., Parsons, T.D., 2009. A virtual reality scenario for all seasons: the virtual classroom. CNS Spectr. 11 (1), 35e44. https: //doi.org/10.1017/S1092852900024196. · DOI
- Rodrigues, P.F.S., Pandeirada, J.N.S., 2015. Attention and working memory in elderly: the influence of a distracting environment. Cognit. Process. 16, 97e109. https://doi.org/10.1007/s10339- 014-0628-y. · DOI
- Seidman, L.J., Breiter, H.C., Goodman, J.M., Goldstein, J.M., Woodruff, P.W.R., O'Craven, K., Savoy, R., Tsuang, M.T., Rosen, B.R., 1998. A functional magnetic resonance imaging study of auditory vigilance with low and high information pro- cessing demands. Neuropsychology 12 (4), 505e518. https: //doi.org/10.1037/0894-4105.12.4.505. · DOI
- Shamaki, T.A., 2015. Influence of learning environment on stu- dents' academic achievement in mathematics: a case study of some selected secondary schools in yobe state-Nigeria. J. Educ. Pract. 6 (34), 40e44.
- Shen, J., Zhang, X., Lian, Z., 2020. Impact of wooden versus non- wooden interior designs on office workers' cognitive perfor- mance. Percept. Mot. Skills 127 (1), 36e51. https: //doi.org/10.1177/0031512519876395. · DOI
- Slater, M., Usoh, M., Steed, A., 1994. Depth of presence in virtual environments. Presence Teleoperators Virtual Environ. 3, 130e144. https://doi.org/10.1162/pres.1994.3.2.130. · DOI · Paper page
- Slater, M., Steed, A., 2000. A virtual presence counter. Presence 9 (5), 413e434. https://doi.org/10.1162/105474600566925. · DOI
- Sleegers, P.J., Moolenaar, N.M., Galetzka, M., Pruyn, A., Sarroukh, B.E., Van der Zande, B., 2013. Lighting affects stu- dents' concentration positively: findings from three Dutch studies. Light. Res. Technol. 45 (2), 159e175. https: //doi.org/10.1177/1477153512446099. · DOI
- Smolders, K.C., De Kort, Y.A., 2014. Bright light and mental fa- tigue: effects on alertness, vitality, performance and physio- logical arousal. J. Environ. Psychol. 39, 77e91. https: //doi.org/10.1016/j.jenvp.2013.12.010. · DOI
- Smolders, K.C., De Kort, Y.A., 2017. Investigating daytime effects of correlated colour temperature on experiences, performance, and arousal. J. Environ. Psychol. 50, 80e93. https: //doi.org/10.1016/j.jenvp.2017.02.001. · DOI
- Studer, P., Brucker, J.M., Haag, C., Van Doren, J., Moll, G.H., Heinrich, H., Kratz, O., 2019. Effects of blue-and red-enriched light on attention and sleep in typically developing adolescents. Physiol. Behav. 199, 11e19. https: //doi.org/10.1016/j.physbeh.2018.10.015. · DOI
- Tanner, C.K., 2000. The influence of school architecture on aca- demic achievement. J. Educ. Adm. 38 (4), 309e330. https: //doi.org/10.1108/09578230010373598. · DOI
- Vandewalle, G., Gais, S., Schabus, M., Balteau, E., Carrier, J., Darsaud, A., Sterpenich, V., Albouy, G., Dijk, J.D., Maquet, P., 2007. Wavelength-dependent modulation of brain responses to a working memory task by daytime light exposure. Cerebr. Cortex 17 (12), 2788e2795. https://doi.org/10.1093/cercor/ bhm007. · DOI · Paper page
- Wannarka, R., Ruhl, K., 2008. Seating arrangements that promote positive academic and behavioural outcomes: a review of empirical research. Support Learn. 23 (2), 89e93. https: //doi.org/10.1111/j.1467-9604.2008.00375.x. · DOI
- Xia, T., Song, L., Wang, T.T., Tan, L., Mo, L., 2016. Exploring the effect of red and blue on cognitive task performances. Front. Psychol. 7, 784. https://doi.org/10.3389/fpsyg.2016.00784. · DOI
- Xia, G., Henry, P., Queiroz, F., Westland, S., Yu, L., 2022. Col- ourecognitive performance interaction in virtual reality (VR): a study of gender differences. Journal of the International Colour Association 28, 1e6.
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Bimo, I. A., Lebdoyono, R., Alifia, L., & Ifadah, R. A. (2026) · ALCHEMY: Journal of Chemistry · doi:10.18860/al.v14i1.37816
- Authors
- Nolé Fajardo, M. L., Higuera-Trujillo, J. L., & Llinares, C.
- Venue
- Frontiers of Architectural Research
- Publisher
- Elsevier BV
- Published
- 2023-08
- Volume
- 12
- Issue
- 4
- Pages
- 575-586
- ISSN
- 2095-2635
- Cited by
- 36
- References
- 9
- Language
- en
- Licence
- Funders
- Ministerio de Ciencia, Innovación y Universidades (FPU19/03531)
- European Commission
- European Regional Development Fund
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