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Optimizing Hydroponic Systems Using Digital Twins: Integrating IoT, AI, and Smart Farming Techniques
Paperback
Publisher: Independently Published
Published: Jul 31 2025
Pages: 128
Weight: 0.40
Height: 0.27 Width: 6.00 Depth: 9.00
Language: English
In an era where sustainable agriculture is no longer a choice but a necessity, this book offers an innovative blueprint for revolutionizing hydroponic cultivation through the integration of Digital Twin technology, Artificial Intelligence, and Internet of Things (IoT) systems. Written with a clear focus on practical application and academic rigor, this comprehensive guide explores how real-time sensor data, predictive modeling, and intelligent decision-making can elevate soilless farming to new heights.
The book begins by introducing the foundations of hydroponics, outlining its significance in achieving food security in resource-constrained environments. It then builds toward the emerging role of digital twins-virtual replicas of physical systems-in modeling and simulating complex agricultural environments. Through case studies, simulations, and machine learning-based optimization models, readers gain insights into how environmental parameters such as pH, electrical conductivity (EC), temperature, and humidity can be dynamically controlled for maximum crop yield.
Advanced algorithms such as Random Forests, AdaBoost, and Reinforcement Learning are explored for their effectiveness in predictive crop modeling and nutrient balancing. The book also explains how Simulink models, real-time dashboards, and sensor-driven automation can work together to create a resilient, adaptive farming ecosystem. By aligning smart agriculture with cloud computing, data analytics, and simulation environments, the work demonstrates the powerful synergy of engineering and agronomy.
This book is ideal for:
- Researchers, engineers, and technologists exploring smart agriculture or digital twin implementations
- Academicians and postgraduate students in agricultural engineering, computer science, or environmental studies
- Agritech startups and practitioners looking to modernize their cultivation methods using data-driven strategies
- Policy makers and sustainability advocates exploring scalable, eco-friendly farming models
With a future-forward perspective, this book bridges the gap between theory and real-world implementation-proving that the farms of tomorrow are being built today.
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