Reference · BIB-001
79 external scientific, standards and metrology records plus 3 internal FlavoRotor engineering records. Every entry identifies the author, year, publication, DOI and its use in this documentation.
FlavoRotor project team
Internal engineering report
Documents the built rotating prototype, sensing electronics, dashboard and current validation limitations.
Original internal project file and extracted media · 2026-07-26
FlavoRotor project team
Internal engineering design report
Documents the proposed magnetic drive, axial lighting, four-channel peristaltic dosing and imaging architecture.
Original internal project file and extracted media · 2026-07-26
FlavoRotor project team
Internal engineering record
Documents CAD geometry, components, first-order equations, four-channel integration and the proposed calibration protocol.
Original internal project file and extracted media · 2026-07-26
Hammock, Hunter A.; Sams, Carl E.
Frontiers in Plant Science
DOI: 10.3389/fpls.2023.1184664
Direct evidence that spectral treatment can modify volatile profiles in a named hydroponic basil cultivar.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Seeburger, P.; Herdenstam, A.; Kurtser, P.; Arunachalam, A.; Castro-Alves, V. C.; Hyötyläinen, T.; Andreasson, H.
Food Chemistry
DOI: 10.1016/j.foodchem.2022.134545
Supports testing controlled mechanical stimulation as a contributor to basil metabolic and sensory response.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Kolega, Simun; Miras-Moreno, Begoña; Buffagni, Valentina; Lucini, Luigi; Valentinuzzi, Fabio; Maver, Mauro; Mimmo, Tanja; Trevisan, Marco; Pii, Youry; Cesco, Stefano
Frontiers in Plant Science
DOI: 10.3389/fpls.2020.596000
Shows cultivar- and nutrient-composition-dependent changes in basil biomass and nutraceutical traits.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Houston, Lauren L.; Dickson, Ryan W.; Bertucci, Matthew B.; Roberts, Trenton L.
Horticulturae
DOI: 10.3390/horticulturae9040486
Supports species-specific nutrient replenishment and root-zone accounting for basil and arugula.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Yang, Teng; Samarakoon, Uttara C.; Altland, James; Ling, Peter
Agronomy
DOI: 10.3390/agronomy11071340
Directly compares EC 1.2, 1.5, 1.8 and 2.1 mS/cm in arugula cultivar Standard and reports yield and flavour-related phytochemicals.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Kudirka, Gediminas; Viršilė, Akvilė; Sutulienė, Rūta; Laužikė, Kristina; Samuolienė, Giedrė
Horticulturae
DOI: 10.3390/horticulturae9070837
Provides controlled lettuce evidence across pH 5.0–6.5 and demonstrates that small root-zone pH changes affect physiology.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Anderson, T. S.; Martini, M. R.; de Villiers, D.; Timmons, M. B.
Horticulturae
DOI: 10.3390/horticulturae3030041
Supports separating pH from alkalinity and measuring tissue composition in lettuce.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Hosseini, Hadis; Mozafari, Vahid; Roosta, Hamid Reza; Shirani, Hossein; van de Vlasakker, Paulien C. H.; Farhangi, Mohsen
Horticulturae
DOI: 10.3390/horticulturae7090283
Provides cultivar-specific EC response data for hydroponic lettuce and basil.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Senizza, Biancamaria; Zhang, Leilei; Miras-Moreno, Begoña; Righetti, Laura; Zengin, Gokhan; Ak, Gunes; Bruni, Renato; Lucini, Luigi; Sifola, Maria Isabella; El-Nakhel, Christophe; Corrado, Giandomenico; Rouphael, Youssef
Foods
DOI: 10.3390/foods9091156
Demonstrates genotype-dependent changes in lettuce functional metabolites with nutrient-solution strength.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Yang, Xiao; Hu, Jiangtao; Wang, Zheng; Huang, Tao; Xiang, Yuting; Zhang, Li; Peng, Jie; Tomas-Barberan, Francisco A.; Yang, Qichang
Journal of Agricultural and Food Chemistry
DOI: 10.1021/acs.jafc.2c07420
Supports a confirmatory lettuce trial combining a defined pre-harvest nitrogen treatment with controlled lighting and sensory/chemical endpoints.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Thakulla, Dharti; Dunn, Bruce; Hu, Bizhen; Goad, Carla; Maness, Niels
Horticulturae
DOI: 10.3390/horticulturae7090321
Supports measuring root-zone temperature and cultivar interaction rather than treating temperature as a background variable.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Preciado-Rangel, Pablo; Troyo-Diéguez, Enrique; Valdez-Aguilar, Luis Alonso; García-Hernández, José Luis; Luna-Ortega, José Guadalupe
Plants
DOI: 10.3390/plants9040441
Supports factorial strawberry experiments for potassium and nitrogen, with fruit quality and yield measured together.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Zebro, Mewuleddeg; Baek, Jeong-Hyeon; Kim, Minkyung; Jeong, Youngae; Rabbani, M. G.; Choi, Ki-Young
Frontiers in Plant Science
DOI: 10.3389/fpls.2025.1685755
Provides exact nutrient-strength, pH and EC treatment combinations for cultivar Kuemsil and a measured fruit-quality response.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Hutchinson, George Kerrigan; Nguyen, Lan Xuan; Ames, Zilfina Rubio; Nemali, Krishna; Ferrarezi, Rhuanito Soranz
Frontiers in Plant Science
DOI: 10.3389/fpls.2025.1469430
Supports treating root-zone architecture and oxygenation as critical strawberry factors and records an operating pH/EC range used in the comparison.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Hosseini, Seyyed Jaber; Tahmasebi-Sarvestani, Zeinolabedin; Mokhtassi-Bidgoli, Ali; Keshavarz, Hamed; Kazemi, Shahryar; Khalvandi, Masoumeh; Pirdashti, Hematollah; Hashemi-Petroudi, Seyyed Hamidreza; Nicola, Silvana
Chemistry & Biodiversity
DOI: 10.1002/cbdv.202200247
Supports species-specific mint screening for salinity, essential-oil percentage and biomass trade-offs.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Shotipruk, A.; Kaufman, P. B.; Wang, H. Y.
Biotechnology Progress
DOI: 10.1021/bp990114i
Historical engineering precedent for combining high-density hydroponics and controlled lighting.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Vought, Kelsey; Bayabil, Haimanote K.; Pompeo, Jean; Crawford, Daniel; Zhang, Ying; Correll, Melanie; Martin-Ryals, Ana
Heliyon
DOI: 10.1016/j.heliyon.2024.e32316
Directly supports the statement that maintaining bulk EC does not guarantee stable individual-ion concentrations.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Formato, Gaetano; Romano, Raffaele; Formato, Andrea; Sorvari, Joonas; Koiranen, Tuomas; Pellegrino, Arcangelo; Villecco, Francesco
Machines
DOI: 10.3390/machines7030050
Supports modelling tubing deformation and the limits of a rigid geometric displacement estimate.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Buchhorn, Michael; Akkoc, Gun Deniz; Dworschak, Dominik
Digital Discovery
DOI: 10.1039/D5DD00157A
Provides a relevant multi-channel open-source pump architecture and a measured calibration methodology.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Milanovic, Jovana Z.; Milanovic, Predrag; Kragic, Rastislav; Kostic, Mirjana
PLOS ONE
DOI: 10.1371/journal.pone.0193744
Supports incremental pH control, calibration, logging and mixing-aware feedback with accessible hardware.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Chehab, E. Wassim; Eich, Elizabeth; Braam, Janet
Journal of Experimental Botany
DOI: 10.1093/jxb/ern315
Establishes the biological basis for measuring plant responses to repeated mechanical stimulation.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Kiss, John Z.; Wolverton, Chris; Wyatt, Sarah E.; Hasenstein, Karl H.; van Loon, Jack J. W. A.
Frontiers in Plant Science
DOI: 10.3389/fpls.2019.01577
Defines limitations of clinostats and related microgravity analogues and supports conservative gravity claims.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Papoutsoglou, E. A. et al.
New Phytologist
DOI: 10.1111/nph.16544
Provides a practical metadata structure for investigation, study, biological material and observed variables.
Official ISO catalogue record · 2026-07-26
Wilkinson, Mark D. et al.
Scientific Data
DOI: 10.1038/sdata.2016.18
Defines findable, accessible, interoperable and reusable research-data principles.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
International Organization for Standardization
ISO
Defines the triangle test for determining whether a perceptible sensory difference exists.
Official ISO catalogue record · 2026-07-26
Luna, María C.; Martínez-Sánchez, Ascensión; Selma, María V.; Tudela, Juan A.; Baixauli, Carlos; Gil, María I.
Journal of the Science of Food and Agriculture
DOI: 10.1002/jsfa.5777
Supports controlling post-harvest handling and season when interpreting lettuce quality.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
El-Nakhel, C. et al.
Food Chemistry
DOI: 10.1016/j.foodchem.2019.125713
Supports factorial macrocation-by-genotype experiments in closed soilless lettuce production.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Malorni, Livia; Di Renzo, Tiziana; Matarazzo, Cristina; Petriccione, Milena; Ferrara, Elvira; Capriolo, Giuseppe; Baruzzi, Gianluca; Sbrighi, Paolo; Cozzolino, Rosaria
Foods
DOI: 10.3390/foods15061072
Supports combining volatile analysis, instrumental fruit-quality measurements and sensory analysis across strawberry cultivars.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
International Organization for Standardization
ISO
Provides general sensory-analysis planning, sample presentation and interpretation guidance.
Official ISO catalogue record · 2026-07-26
Mohanty, Sharada P.; Hughes, David P.; Salathé, Marcel
Frontiers in Plant Science
DOI: 10.3389/fpls.2016.01419
Provides a canonical controlled-image plant-disease classification benchmark and documents generalisation limitations.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Sandler, Mark; Howard, Andrew; Zhu, Menglong; Zhmoginov, Andrey; Chen, Liang-Chieh
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
DOI: 10.1109/CVPR.2018.00474
Provides the architecture basis for an efficient edge-image classifier.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Böhmer, Maik; Schleiff, Enrico
EMBO Reports, 20, e48541
DOI: 10.15252/embr.201948541
Explains real, simulated and partial-gravity platforms and the limits of ground-based rotation systems.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Zhen, Shuyang; Bugbee, Bruce
Plant, Cell & Environment, 43, 1259–1272
DOI: 10.1111/pce.13730
Supports measuring far-red as part of the photon environment and evaluating it in combination with shorter wavelengths.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Cho, Woo-Jae; Gang, Min-Seok; Kim, Dong-Wook; Kim, JooShin; Jung, Dae-Hyun; Kim, Hak-Jin
Frontiers in Plant Science, 14, 1301490
DOI: 10.3389/fpls.2023.1301490
Demonstrates ion-specific monitoring and multi-stock dosing while accounting for coupled ions in fertilizer salts.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Bamsey, Matthew; Graham, Thomas; Thompson, Cody; Berinstain, Alain; Scott, Alan; Dixon, Michael
Sensors, 12, 13349–13392
DOI: 10.3390/s121013349
Explains why closed nutrient systems require ion-specific information when precise ionic balance is the objective.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Miller, Alexander; Adhikari, Ranjeeta; Nemali, Krishna
Frontiers in Plant Science, 11, 607643
DOI: 10.3389/fpls.2020.607643
Shows that maintaining target EC in recycled hydroponics can mask individual nutrient deficiencies and unwanted-ion accumulation.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Bean, Vern E.; Espina, Pedro I.; Wright, John D.; Sheckels, Sherry D.; Johnson, Aaron N.
NIST Special Publication 250-72
DOI: 10.6028/NIST.SP.250-72
Provides traceable liquid-volume calibration concepts relevant to gravimetric pump calibration and uncertainty.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Joint Committee for Guides in Metrology
JCGM 100:2008
DOI: 10.59161/JCGM100-2008E
Defines the framework for measurement models, standard uncertainty, combined uncertainty and expanded uncertainty.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
Joint Committee for Guides in Metrology
JCGM 200:2012
DOI: 10.59161/JCGM200-2012
Defines measurement, calibration, accuracy, precision, repeatability, resolution and related terms used throughout the documentation.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
International Organization for Standardization
ISO
Supports controlled sensory-test spaces and separation of sample preparation from evaluation.
Official ISO catalogue record · 2026-07-26
International Organization for Standardization
ISO
Supports systematic development of sensory attributes and intensity profiles.
Official ISO catalogue record · 2026-07-26
International Organization for Standardization
ISO
Supports consumer liking and preference testing after analytical difference testing.
Official ISO catalogue record · 2026-07-26
International Organization for Standardization
ISO/IEC
Supports traceability, method validation, equipment control, records and competence for external laboratory measurements.
Official ISO catalogue record · 2026-07-26
Allegro MicroSystems
Official component documentation
Confirms supported microstep command modes and electrical protection features of the proposed driver.
Allegro MicroSystems product page and manufacturer release · 2026-07-27
International Organization for Standardization; International Commission on Illumination
International Standard
Defines calculation of CIE L*a*b* coordinates and colour differences for controlled instrumental colour reporting.
Official ISO catalogue record · 2026-07-26
Heckert, N. Alan; Filliben, James J.; Croarkin, C. M.; Hembree, B.; Guthrie, William F.; Tobias, P.; Prinz, J.
NIST Handbook 151
Supports calibration regression, residual analysis, experimental design and statistical process control.
Named official institution record · 2026-07-26
Privitera, Davide; Mecocci, Alessandro; Bartolini, Sandro
Scientific Data, 12, 1618
DOI: 10.1038/s41597-025-05902-z
Supports repeated gravimetric characterisation, drift monitoring and data-driven compensation for peristaltic dosing.
Publisher, DOI landing page, PubMed or official repository where available · 2026-07-26
International Organization for Standardization
International Standard; Amendment 1 published 2016
Provides controlled sensory-analysis terminology for taste, odour, texture, attributes and methods.
Official ISO catalogue record · 2026-07-26
International Organization for Standardization
International Standard
Defines criteria and procedures for selecting and training trained and expert sensory assessors.
Official ISO catalogue record · 2026-07-26
International Organization for Standardization
ISO
Supports estimation of repeatability and reproducibility of measurement methods.
Official ISO catalogue record · 2026-07-26
Singh, Davinder; Jain, Naman; Jain, Pranjali; Kayal, Pratik; Kumawat, Sudhakar; Batra, Nipun
Proceedings of the 7th ACM IKDD CoDS and 25th COMAD, 249–253
DOI: 10.1145/3371158.3371196
Provides a 2,598-image, 13-species, 27-class plant-disease dataset with real backgrounds and documents the gap between controlled and field-like imagery.
ACM Digital Library and author manuscript · 2026-07-29
Arend, Daniel; Lange, Matthias; Pape, Jean-Michel; Weigelt-Fischer, Kathleen; Arana-Ceballos, Fernando; Mücke, Ingo; Klukas, Christian; Altmann, Thomas; Scholz, Uwe; Junker, Astrid
Scientific Data, 3, 160055
DOI: 10.1038/sdata.2016.55
Documents repeatable top and side RGB acquisition, image-linked metadata, reference measurements and quality validation for longitudinal plant phenotyping.
Nature Scientific Data and PubMed Central full text · 2026-07-29
Deng, Jia; Dong, Wei; Socher, Richard; Li, Li-Jia; Li, Kai; Fei-Fei, Li
2009 IEEE Conference on Computer Vision and Pattern Recognition, 248–255
DOI: 10.1109/CVPR.2009.5206848
Defines the large-scale natural-image dataset used to initialise the generic visual encoder in the documented transfer-learning baseline.
IEEE Xplore and the official CVPR paper · 2026-07-29
Buslaev, Alexander; Iglovikov, Vladimir I.; Khvedchenya, Eugene; Parinov, Alex; Druzhinin, Mikhail; Kalinin, Alexandr A.
Information, 11(2), 125
DOI: 10.3390/info11020125
Provides the reproducible image-transform framework used to define and log bounded training-only augmentations.
MDPI Information and the official software repository · 2026-07-29
Guo, Chuan; Pleiss, Geoff; Sun, Yu; Weinberger, Kilian Q.
Proceedings of the 34th International Conference on Machine Learning, PMLR 70, 1321–1330
Defines confidence calibration analysis and supports temperature scaling as a simple post-hoc calibration method.
Proceedings of Machine Learning Research · 2026-07-29
Xiang, Kun; Shi, Danxi; Zhu, Xiangbo
Frontiers in Plant Science, 17, 1826962
DOI: 10.3389/fpls.2026.1826962
Quantifies controlled-to-field domain shift using PlantVillage and PlantDoc and supports explicit target-domain evaluation and calibrated abstention.
Frontiers in Plant Science full text · 2026-07-29
Karimzadeh, Sara; Ahamed, M. Shamim
Zenodo, Version 1
DOI: 10.5281/zenodo.16912088
Links 731 daily RGB canopy images, 540 non-destructive biomass observations from 18 identified lettuce heads, and 1,443 environmental records for longitudinal growth analysis.
Zenodo and Aalto University Research Portal · 2026-07-29
Sharkey, Andrew; Chen, Yongsheng; Altman, Asher
USDA Ag Data Commons, Version 2
DOI: 10.15482/USDA.ADC/28801286.v2
Provides time-resolved fresh-mass responses and published confidence intervals for separate nitrogen, phosphorus and potassium limitation treatments in hydroponic Bibb lettuce.
USDA National Agricultural Library Ag Data Commons · 2026-07-29
El-Nakhel, Christophe; Pannico, Antonio; Kyriacou, Marios C.; Petropoulos, Spyridon A.; Giordano, Maria; Colla, Giuseppe; Troise, Antonio Dario; Vitaglione, Paola; De Pascale, Stefania; Rouphael, Youssef
Data in Brief, 29, 105135
DOI: 10.1016/j.dib.2020.105135
Reports all 18 observations in a balanced two-cultivar by three-solution experiment, including nitrogen, sulphate, organic acids and total chlorophyll.
Elsevier Data in Brief and Mendeley Data · 2026-07-29
Fevgas, Georgios; Lagkas, Thomas; Papadopoulos, Petros; Sarigiannidis, Panagiotis; Argyriou, Vasileios
Smart Agricultural Technology, 10, 100881
DOI: 10.1016/j.atech.2025.100881
Aligns hourly soil-moisture measurements with RGB, thermal and pseudo-colour lettuce images from irrigated and non-irrigated conditions.
Elsevier Smart Agricultural Technology and Mendeley Data · 2026-07-29
Shalash, Omar; Hassan, Nayira; Métwalli, Ahmed; Elhefny, Alia
Mendeley Data, Version 5
DOI: 10.17632/g6cm3v3wdp.5
Contains more than 390,000 segmented lettuce images from three 30-day cycles aligned with water temperature, EC and pH measurements; useful for external growth and anomaly-model evaluation.
Mendeley Data · 2026-07-29
Rodrigues, Leandro; Terra, Francisco; Rodrigues, Pedro; Moreira, Germano; Oliveira, Francisco; Moura, Pedro; Pinheiro, Isabel; Santos, Filipe; Cunha, Mário
Zenodo
DOI: 10.5281/zenodo.20759414
Follows 45 lettuce plants from two cultivars through a 42-day crop cycle under three nitrogen concentrations and two irrigation rates, linking RGB, 3D, multispectral, SPAD, fluorescence and morphology records.
Zenodo · 2026-07-29
Nakamura, Moritaka; Nishimura, Takeshi; Morita, Miyo Terao
Journal of Experimental Botany, 70(14), 3495–3506
DOI: 10.1093/jxb/erz158
Explains amyloplast sedimentation, gravity signalling, directional auxin transport and differential growth in roots and shoots after reorientation.
Oxford Academic, Journal of Experimental Botany · 2026-07-29
Massonnet, Catherine; Vile, Denis; Fabre, Justine; et al.
Plant Physiology, 152(4), 2142–2157
DOI: 10.1104/pp.109.148338
Shows that detailed standardisation can produce similar growth in a core group of laboratories, while small laboratory-environment differences can still alter growth and metabolite phenotypes.
Oxford Academic, Plant Physiology · 2026-07-30
Rogers, Alistair; Dietz, Karl-Josef; Gifford, Miriam L.; Lunn, John E.
Journal of Experimental Botany, 72(15), 5270–5274
DOI: 10.1093/jxb/erab268
Explains independent experimental units, randomisation and why pseudoreplication can invalidate treatment claims.
Oxford Academic, Journal of Experimental Botany · 2026-07-30
Annunziata, Maria Grazia; Apelt, Federico; Carillo, Petronia; et al.
Journal of Experimental Botany, 68(16), 4463–4477
DOI: 10.1093/jxb/erx220
Demonstrates that natural sunlight and artificial controlled-light regimes can produce different metabolic profiles even when important lighting features are approximated.
Oxford Academic, Journal of Experimental Botany · 2026-07-30
Vincent, Christopher; Leisner, Courtney P.; Locke, Anna M.; Teshome, Demissew Tesfaye; et al.
Plant Physiology, 199(2), kiaf405
DOI: 10.1093/plphys/kiaf405
Supports measuring actual environmental conditions—rather than reporting equipment settings alone—to improve replicability and cross-scale interpretation.
Oxford Academic, Plant Physiology · 2026-07-30
Heuermann, Marc C.; Knoch, Dominic; Junker, Astrid; Altmann, Thomas
Nature Communications, 14, 5783
DOI: 10.1038/s41467-023-41332-4
Shows the value of reproducing time-varying environmental trajectories rather than only static averages when bridging controlled and natural conditions.
Nature Communications · 2026-07-30
Frontzek, Julius; Wagner, Zühal; Streif, Stefan
Frontiers in Plant Science, 17, 1864757
DOI: 10.3389/fpls.2026.1864757
Supports vendor-agnostic sensor and actuator integration, dynamic target trajectories, model calibration and adaptive control as an architecture for translating targets to local equipment.
Frontiers in Plant Science · 2026-07-30
Schuirmann, Donald J.
Journal of Pharmacokinetics and Biopharmaceutics, 15(6), 657–680
DOI: 10.1007/BF01068419
Provides the classical two one-sided tests framework for evaluating whether an effect lies within predeclared equivalence margins.
PubMed and Springer metadata · 2026-07-30
Zhao, Xinyi; Peng, Jie; Zhang, Li; et al.
Frontiers in Plant Science, 15, 1427471
DOI: 10.3389/fpls.2024.1427471
Reviews how pre-harvest manipulation of nutrients, light and other controlled-environment factors can affect horticultural quality, including colour, aroma and taste-related outcomes.
Frontiers in Plant Science · 2026-07-30
Hutchinson, George Kerrigan; Nguyen, Lan Xuan; Rubio Ames, Zilfina; Nemali, Krishna; Ferrarezi, Rhuanito Soranz
Frontiers in Plant Science, 15, 1469434
DOI: 10.3389/fpls.2024.1469434
Demonstrates that sensor-coupled fertigation strategies can be evaluated for yield, quality and resource use in greenhouse hydroponic strawberry production.
Frontiers in Plant Science · 2026-07-30
International Organization for Standardization
International Standard
Defines criteria and procedures for selecting and training trained and expert sensory assessors.
ISO · 2026-07-30
International Organization for Standardization
International Standard, with Amendment 1:2014
Provides guidance for sensory test-room design and separation of testing, preparation and support areas.
ISO · 2026-07-30
International Organization for Standardization
International Standard
Provides general guidance on sensory tests and the statistical treatment of sensory-analysis results.
ISO · 2026-07-30
International Organization for Standardization
International Standard, with Amendment 1:2016
Defines sensory-analysis terminology relating to senses, organoleptic attributes and methods.
ISO · 2026-07-30
International Organization for Standardization
International Standard, with Amendment 1:2020
Provides guidance for measuring consumer liking and preference under controlled conditions.
ISO · 2026-07-30
Porter, Amanda S.; Evans-Fitz.Gerald, Christiana; McElwain, Jennifer C.; Yiotis, Charilaos; Elliott-Kingston, Caroline
Plant Methods, 11, 44
DOI: 10.1186/s13007-015-0088-0
Demonstrates that nominally identical controlled-environment chambers can produce chamber effects and supports independent sensing, pilot testing, randomisation and replicated experimental units.
Plant Methods / Springer Nature · 2026-07-30
Brentarolli, Elia; Locatelli, Silvia; Nicoletto, Carlo; Sambo, Paolo; Quaglia, Davide; Muradore, Riccardo
PLOS ONE, 19(9), e0310454
DOI: 10.1371/journal.pone.0310454
Supports temporary dense sensing, spatial modelling and greenhouse microclimate mapping when a single environmental average is insufficient.
PLOS ONE and PubMed · 2026-07-30