Application of machine learning techniques and the Internet of Things for smart, sustainable agriculture DOI Creative Commons

Abhijeet Madhukar Haval,

F. Rahman

BIO Web of Conferences, Год журнала: 2024, Номер 82, С. 05021 - 05021

Опубликована: Янв. 1, 2024

The integration of the Internet Things (IoT) and Artificial Intelligence (AI) has been extensively utilized in agricultural sector for an extended duration conjunction with various other sophisticated computing technologies. In past few years, there a notable advancement greenhouse development within sector, driven by guidance information technology resulting increased productivity. IoT encompasses range intelligent systems remote monitoring technologies, including those that support sustainable development. This study examines accessibility context training developing smart forecasting models organizations, focusing on real-time applications using Machine Learning (ML) AI techniques. paper aims to enhance efficacy growth governance investigating Smart Sustainable Agriculture (SSA) platform, utilizing ML as its foundation. Hence, proposed system called Remote Sensing Aided Framework (RSAF-SSA) fulfillment agriculture prerequisites applying techniques IoT. methodology employs technologies strengthen green prospective industry’s capacity manage financial resources foster innovative trends product Also, this integrates requirements field SSA establishing (SA) platform utilizes ML. Additionally, experimental designs are devised assess effectiveness developed work. With 50 devices, Irrigation Control Ratio (ICR) Agricultural Production (APR) RSAF-SSA achieve noteworthy efficiency rate 95.8% 95.3%, respectively.

Язык: Английский

Enhanced microalgal lipid production for biofuel using different strategies including genetic modification of microalgae: A review DOI Creative Commons
Kuan Shiong Khoo, Imran Ahmad, Kit Wayne Chew

и другие.

Progress in Energy and Combustion Science, Год журнала: 2023, Номер 96, С. 101071 - 101071

Опубликована: Фев. 27, 2023

Microalgae have gained considerable attention as an alternative feedstock for the biofuel production, particularly in combination with genetic modification strategies that target enhanced lipid productivity. To tackle climate change issues, phasing out usage of fossil fuels is seen a priority, where utilization from microalgae serves potential sustainable energy source various applications. These photosynthetic utilize solar and carbon dioxide to produce energy-rich compounds (i.e., starch lipids), can be further converted into biofuels different types. Among types biofuels, biodiesel transesterification triacylglycerols stands most replacement transportation fuel over fossil-based petroleum diesel. However, hurdles such limited productivity, overall production cost challenges upscaling algal technology leaves huge gap on road commercialized microalgae-based biofuel. This review article first presents comprehensive overview imperative knowledge regarding terms classification, factors affecting growth during cultivation steps upstream processing. also discusses recent advances downstream processing microalgal biorefinery. Additionally, this paper focuses deliberating modifications their feasibility productivity microalgae. Finally, current future perspectives are highlighted discussing several aspects, including sustainability status algae-based industry, risks legislation considerations

Язык: Английский

Процитировано

184

Global market and economic analysis of microalgae technology: Status and perspectives DOI
Pau Loke Show

Bioresource Technology, Год журнала: 2022, Номер 357, С. 127329 - 127329

Опубликована: Май 16, 2022

Язык: Английский

Процитировано

110

A systematic review of IoT technologies and their constituents for smart and sustainable agriculture applications DOI Creative Commons
Vivek Ramakant Pathmudi, Narendra Khatri, Sandeep Kumar

и другие.

Scientific African, Год журнала: 2023, Номер 19, С. e01577 - e01577

Опубликована: Фев. 4, 2023

Due to the world's rapid population expansion, demand for food is anticipated increase significantly during coming decade. Traditional farming practices cannot meet need crop. Conventional methods use resources like land, water, herbicides, and fertilisers rather inefficiently. When it comes making most effective sustainable of production, automation in agriculture garnering a lot interest. How people machines operate on farms has been changed by integrating Internet Things (IoT) with numerous sensors, controllers, communication protocols. A comprehensive literature review key technologies involved smart agriculture, viz. various standards, IoT based intelligent machinery, were compared presented. These sensors continuously producing significant quantity data agricultural field. transmitted central control unit analysis demands fertiliser, pesticides, etc. The architecture importance analytics IoT, case studies current utilising challenges open issues technology discussed. findings provide support selection specific applications.

Язык: Английский

Процитировано

95

Artificial intelligence and machine learning tools for high-performance microalgal wastewater treatment and algal biorefinery: A critical review DOI

Raj Kumar Oruganti,

Alka Pulimoottil Biji,

Tiamenla Lanuyanger

и другие.

The Science of The Total Environment, Год журнала: 2023, Номер 876, С. 162797 - 162797

Опубликована: Март 11, 2023

Язык: Английский

Процитировано

94

Recent advances in CO2 fixation by microalgae and its potential contribution to carbon neutrality DOI Creative Commons

Peilun Xu,

Jun Li, Jun Qian

и другие.

Chemosphere, Год журнала: 2023, Номер 319, С. 137987 - 137987

Опубликована: Янв. 28, 2023

Язык: Английский

Процитировано

87

Advancements on process regulation for microalgae-based carbon neutrality and biodiesel production DOI Open Access
Wenbo Wu, Tan Ling, Haixing Chang

и другие.

Renewable and Sustainable Energy Reviews, Год журнала: 2022, Номер 171, С. 112969 - 112969

Опубликована: Окт. 25, 2022

Язык: Английский

Процитировано

77

Using evolutionary machine learning to characterize and optimize co-pyrolysis of biomass feedstocks and polymeric wastes DOI
Hossein Shahbeik, Alireza Shafizadeh,

Mohammad Hossein Nadian

и другие.

Journal of Cleaner Production, Год журнала: 2023, Номер 387, С. 135881 - 135881

Опубликована: Янв. 5, 2023

Язык: Английский

Процитировано

45

Nanofarming: Promising Solutions for the Future of the Global Agricultural Industry DOI Creative Commons
Hassan El-Ramady, Neama Abdalla,

Daniella Sári

и другие.

Agronomy, Год журнала: 2023, Номер 13(6), С. 1600 - 1600

Опубликована: Июнь 13, 2023

The agricultural sector is a vital source of human well-being that provides the necessities daily life. A variety farming systems are utilized in agriculture, such as wide range tillage options, no-till, agroforestry, precision farming, organic cover cropping, crop rotations, etc. Each these has unique challenges, and nanotechnology successfully improved on many them. Agricultural applications include nanofertilizers, nanopesticides, nanosensors, nanobiotechnology, nanoremediation. This study focuses application nano-farming technologies to different systems. Suggested practices nano improvement soil quality, nano-protection under biotic stress, nanoremediation polluted water environments, nanomanagement agro-wastes, nano-agrochemicals, nano-precision nanobiotechnology for modern farming. review also addresses expected problems may occur due over nanomaterials systems, nanopollution nanotoxicity agroecosystem compartments. Several dimensions emphasized this study, green energy, sustainable development, circular bioeconomy, land biodegradation, pollution, one health approach, essential global goals development. Nanofarming presents both benefits obstacles exact balance between challenges needs more study.

Язык: Английский

Процитировано

43

Cultivation of microalgae–bacteria consortium by waste gas–waste water to achieve CO2 fixation, wastewater purification and bioproducts production DOI Creative Commons
Wenwen Kong,

Jia Kong,

Shuo Feng

и другие.

Biotechnology for Biofuels and Bioproducts, Год журнала: 2024, Номер 17(1)

Опубликована: Фев. 15, 2024

Abstract The cultivation of microalgae and microalgae–bacteria consortia provide a potential efficient strategy to fix CO 2 from waste gas, treat wastewater produce value-added products subsequently. This paper reviews recent developments in fixation treatment by single microalgae, mixed consortia, as well compares summarizes the differences utilizing different microorganisms aspects. Compared monoculture consortium may mitigate environmental risk, obtain high biomass, improve efficiency nutrient removal. applied include Chlorella sp., Scenedesmus Pediastrum Phormidium sp. among others, most strains belong Chlorophyta Cyanophyta. bacteria are mainly activated sludge specific sewage sources. Bioengineer CBB cycle cells effective achieve improvement or yield high-value products. mechanisms removal microbial systems also explored concluded, importance technology is proven. After cultivation, biomass can be harvested through physical, chemical, biological magnetic separation methods used by-products, such biofuel, feed, food, biochar, fertilizer, pharmaceutical bio-compounds. Although this has brought many benefits, some challenging obstacles limitation remain for industrialization commercializing. Graphical

Язык: Английский

Процитировано

19

Microalgae-based bioremediation of refractory pollutants: an approach towards environmental sustainability DOI Creative Commons
Mostafa M. El‐Sheekh,

Hala Y. El-Kassas,

Sameh S. Ali

и другие.

Microbial Cell Factories, Год журнала: 2025, Номер 24(1)

Опубликована: Янв. 14, 2025

Abstract Extensive anthropogenic activity has led to the accumulation of organic and inorganic contaminants in diverse ecosystems, which presents significant challenges for environment its inhabitants. Utilizing microalgae as a bioremediation tool can present potential solution these challenges. Microalgae have gained attention promising biotechnological detoxifying environmental pollutants. This is due their advantages, such rapid growth rate, cost-effectiveness, high oil-rich biomass production, ease implementation. Moreover, microalgae-based remediation more environmentally sustainable not generating additional waste sludge, capturing atmospheric CO 2 , being efficient nutrient recycling algal production biofuels high-value-added products generation. Hence, achieve sustainability's three main pillars (environmental, economic, social). Microalgal mediate contaminated wastewater effectively through accumulation, adsorption, metabolism. These mechanisms enable reduce concentration heavy metals levels that are considered non-toxic. However, several factors, microalgal strain, cultivation technique, type pollutants, limit understanding removal mechanism efficiency. Furthermore, adopting novel technological advancements (e.g., nanotechnology) may serve viable approach address challenge refractory pollutants process sustainability. Therefore, this review discusses ability different species mitigate persistent industrial effluents, dyes, pesticides, pharmaceuticals. Also, paper provided insight into nanomaterials, nanoparticles, nanoparticle-based biosensors from immobilization on nanomaterials enhance open new avenue future advancing research regarding biodegradation

Язык: Английский

Процитировано

4