Cited by 19Smart Agriculture and AIUrban Agriculture and SustainabilityInnovations in Aquaponics and Hydroponics Systems

The DOI matches its Crossref record.

Advances in Vertical Farming: The Role of Artificial Intelligence and Automation in Sustainable Agriculture

Open access

Abstract

Vertical farming has emerged as a sustainable agricultural method, resolving the issues of land scarcity, environmental consequences, and food security in urban and highly populated areas. The inclusion of artificial intelligence (AI) and automation into vertical farming systems improves their efficiency, production, and adaptability. The study highlights recent breakthroughs in AI-driven systems, spanning data analytics, predictive modeling, and autonomous control, which enhance critical parameters such as light, temperature, humidity, and nutrient delivery. Significant advancements in agricultural automation, including robotic technologies for planting, monitoring, and harvesting, are emphasized for their capacity to decrease labor expenses and enhance yield accuracy. Further, research evaluates the environmental effect, scalability, and practicality of automated vertical farming systems, examining the contribution of renewable energy and optimal use of resources to the development of resilient food production methods. This discussion addresses future directions and issues seeking to shed light on how AI and automation are shifting vertical farming into an important aspect of sustainable agriculture.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.62486/latia2025131

Cites

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Still being checked.

Research works printed but not linked: 17

  1. [1]1. Singh S, Singh P , Kumar A, Baheliya AK, Patel KK. Promoting Environmental Sustainability Through Vertical Farming: A Review. J Adv Biol Biotechnol. 2024;27(5):210-9.
  2. [2]2. Qazi S, Khawaja BA, Farooq QU. IoT-Equipped and AI-Enabled Next Generation Smart Agriculture: A Critical Review, Current Challenges and Future Trends. IEEE Access. 2022;10:21219-35.
  3. [3]3. Hoque A, Padhiary M. Automation and AI in Precision Agriculture: Innovations for Enhanced Crop Management and Sustainability. Asian J Res Comput Sci. 2024;17(10):95-109.
  4. [4]4. Wang X, Onychko V, Zubko V, Wu Z, Zhao M. Sustainable production systems of urban agriculture in the future: a case study on the investigation and development countermeasures of the plant factory and vertical farm in China. Front Sustain Food Syst [Internet]. 2023 Apr 20 [cited 2024 Nov 15];7. Available from: https:// www.frontiersin.org/journals/sustainable-food-systems/articles/10.3389/fsufs.2023.973341/full · DOI
  5. [5]5. Padhiary M, Rani N, Saha D, Barbhuiya JA, Sethi LN. Efficient Precision Agriculture with Python-based Raspberry Pi Image Processing for Real-Time Plant Target Identification. Int J Res Anal Rev. 2023;10(3):539-45.
  6. [6]6. Padhiary M, Kumar R, Sethi LN. Navigating the Future of Agriculture: A Comprehensive Review of Automatic All-Terrain Vehicles in Precision Farming. J Inst Eng India Ser A. 2024 Jun 18;105:767-82.
  7. [7]7. Hoque A. Artificial Intelligence in Post-Harvest Drying Technologies: A Comprehensive Review on Optimization, Quality Enhancement, and Energy Efficiency. Int J Sci Res IJSR. 2024 Nov 11;13(11):493-502.
  8. [8]8. Padhiary M, Roy P , Dey P , Sahu B. Harnessing AI for Automated Decision-Making in Farm Machinery and Operations: Optimizing Agriculture. In: Hai-Jew S, editor. Advances in Computational Intelligence and Robotics [Internet]. IGI Global; 2024 [cited 2024 Dec 6]. p. 249-82. Available from: https://services.igi-global.com/ resolvedoi/resolve.aspx?doi=10.4018/979-8-3693-6230-3.ch008 · DOI
  9. [9]9. Kabir MSN, Reza MN, Chowdhury M, Ali M, Samsuzzaman, Ali MR, et al. Technological Trends and Engineering Issues on Vertical Farms: A Review. Horticulturae. 2023 Nov;9(11):1229.
  10. [10]10. Padhiary M, Kyndiah AK, Kumar R, Saha D. Exploration of electrode materials for in-situ soil fertilizer concentration measurement by electrochemical method. Int J Adv Biochem Res. 2024 Jan 1;8(4):539-44.
  11. [11]11. Ayaz M, Ammad-Uddin M, Sharif Z, Mansour A, Aggoune EHM. Internet-of-Things (IoT)-Based Smart Agriculture: Toward Making the Fields Talk. IEEE Access. 2019;7:129551-83.
  12. [12]12. Baras T . DIY Hydroponic Gardens: How to Design and Build an Inexpensive System for Growing Plants in Water. Cool Springs Press; 2018. 195 p.
  13. [13]13. Eldridge BM, Manzoni LR, Graham CA, Rodgers B, Farmer JR, Dodd AN. Getting to the roots of aeroponic indoor farming. New Phytol. 2020;228(4):1183-92.
  14. [14]14. Khandaker M, Kotzen B. The potential for combining living wall and vertical farming systems with aquaponics with special emphasis on substrates. Aquac Res. 2018;49(4):1454-68.
  15. [15]15. Padhiary M. Harmony under the Sun: Integrating Aquaponics with Solar-Powered Fish Farming. In: Introduction to Renewable Energy Storage and Conversion for Sustainable Development [Internet]. AkiNik Publications; 2024. p. 31-58. Available from: https://doi.org/10.22271/ed.book.2882 · DOI
  16. [16]16. Rajaseger G, Chan KL, Tan KY , Ramasamy S, Khin MC, Amaladoss A, et al. Hydroponics: current trends in sustainable crop production. Bioinformation. 2023 Sep 30;19(9):925.
  17. [18]18. Da Silva MG, Gheyi HR, Silva PCC. Aeroponics as a Plant Cultivation Technique with an Emphasis on Natural Resources Utilization Efficiency. In: Kumar N, editor. Hydroponics [Internet]. New York, NY: Springer US;

Cited by

Sorted by citations

Metadata

Authors
Padhiary, M., Prasad, G., Hoque, A., Kumar, K., & Sahu, B.
Affiliations
  • Assam University (IN)
  • Parala Maharaja Engineering College (IN)
Venue
LatIA
Publisher
A & G Editor
Published
2025-03-28
Volume
3
Pages
131
ISSN
3046-403X (ISSN-L)
OpenAlex
W4408954055
Cited by
16
References
0
Citations by year
2026: 7 · 2025: 9
FWCI
8.71
Type
journal article
Language
en
Open access
Locations
  • LatIA (publishedVersion, cc-by)
  • Dialnet (Universidad de la Rioja) (submittedVersion, other-oa)
Topics
  • Life Sciences › Agricultural and Biological Sciences › Plant Science › Smart Agriculture and AI
  • Social Sciences › Urban Studies › Urban Agriculture and Sustainability
  • Life Sciences › Agricultural and Biological Sciences › Aquatic Science › Innovations in Aquaponics and Hydroponics Systems
Keywords
vertical farming, artificial intelligence in agriculture, agricultural automation, sustainable agriculture, predictive modeling, autonomous control, nutrient delivery, renewable energy, food security, urban agriculture

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review