ArticleBioinformation2023
Hydroponics: current trends in sustainable crop production.
Article in Bioinformation, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
25 citing papers in PubMed.
- Enabling Fresh-Produce Availability in Long-Term Care via Hydroponic Green Walls: A Multisite Operational and Cost Evaluation.Nutrients · 2026Observational
- Comparative Evaluation of the Effect of Foliar Nano-Se/Si Supply on the Yield and Nutritional Quality of Iceberg and Romaine Lettuce Grown in Hydroponics.Plants (Basel, Switzerland) · 2026Article
- Tailoring LED spectra and cultivation systems enhances lettuce productivity and nutritional quality in vertical indoor farming.BMC plant biology · 2026Article
- Response of three bell pepper cultivars to different nutrient solutions in NFT hydroponic system.Scientific reports · 2026Article
- Improving Essential Oil, Pigments, and Mineral Accumulation in Basil Through Integrated Silicon and Nano-Fertilizer Treatments in Aquaponics.Food science & nutrition · 2026Article
- A compact, modular and low‑cost hydroponic greenhouse.HardwareX · 2026Article
- Effects of different cultivation methods on microbial community structure of lettuce based on metagenomic analysis.Brazilian journal of microbiology : [publication of the Brazilian Society for Microbiology] · 2026Article
- Aeroponic and NFT system optimization for lettuce: effects of flow rate and nutrient source on water use efficiency, growth, and profitability.Scientific reports · 2026Article
- A Bio-Based Composite Hydrogel Substrate for Indoor Soilless Dandelion Cultivation: Growth Performance and Polysaccharide Accumulation.Gels (Basel, Switzerland) · 2026Article
- Impact of Zeolites on Growth Dynamics ofPlants (Basel, Switzerland) · 2026Article
- Culturable rhizospheric microbiota of Lactuca sativa cultivars during nutrient-film farming reveals potential biocontrol and plant-growth promoting traits against commonly infesting fungal pathogens.Archives of microbiology · 2026Article
- Microbial community characterization of multi-crop growouts in the XROOTS aeroponic-hydroponic system on the International Space Station.Frontiers in microbiomes · 2026Article
- Microbial community characterization in semi-hydroponic systems of Starbor kale (Current research in microbial sciences · 2026Article
- Microbial Biofertilizers for Salinity Stress Mitigation in Hydroponic Systems.Current issues in molecular biology · 2025Review
- Article
- Evaluation of the efficient propagation ofApplied and environmental microbiology · 2025Article
- Optimizing Rooting and Growth ofPlants (Basel, Switzerland) · 2025Article
- Uptake, Partitioning, and Accumulation of High and Low Rates of Carbamazepine in Hydroponically Grown Lettuce (Plants (Basel, Switzerland) · 2025Article
- Controlled environment agriculture: An opportunity to strengthen interagency research collaboration in the US government.PNAS nexus · 2025Article
- The assessment of Oreochromis mossambicus muscle tissue and the yield performance of Solanum tuberosum in a small-scale sandponics system.Environmental science and pollution research international · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The combination of Hydroponics with smart technology in farming is novel and has promise as a method for effective and environmentally friendly crop production. This technology eliminates the need for soil and reduces water usage by providing nutrients straight to the plant's roots. The Internet of Things (IoT), sensors, and automation are all used in "smart farming," which allows for constant monitoring of soil conditions, nutrient levels, and plant vitality to facilitate fine-grained management and optimization. The technology-driven strategy improves crop output, quickens growth rates, and keeps conditions ideal all year round regardless of weather or other environmental circumstances. In addition, smart farming lessens the need for organic chemical inputs, promotes environmentally safe methods of pest management, and minimizes the amount of waste produced. This ground-breaking strategy may significantly alter the agricultural sector by encouraging regionalized food production, enhancing food security, and adding to more resilient farming practices. This comprehensive review delves into current trends in Hydroponics, highlighting recent advancements in smart farming systems, such as Domotics, Data Acquisition, Remote Cultivation, and automated AI systems. The review also underscores the various types and advantages of smart farming hydroponic technology, emphasizing the requirements for achieving efficiency in this innovative domain. Additionally, it explores future goals and potential developments, paving the way for further advancements in hydroponic smart farming.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.