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A Review of Precision Agriculture Methodologies, Challenges, and Applications

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Emerging Technologies for Computing, Communication and Smart Cities

Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 875))

Abstract

Internet of things (IoT) furnished recent cultivated procedures can alter the prevailing agriculture mechanisms by computerizing the complete technique of farming since crop-management, aquatic irrigation to creating superior judgments in accordance with real-time monitoring of conservational circumstances, situations of soil and surroundings of landscape during the prevailing periods, technology spurred preciseness agriculture explanations have spurred a framework towards stagnant and instruction physical agriculture procedures to automatic preciseness positioning agricultural procedures by the current innovations like agricultural IoT and AI, WSN assisted harvest checking along with its control and cloud computing. During the projected assessment, a demanding and elaborated calculation has been performed to recognize the scope of the study and study the modern knowledge sparked applications and policies. Furthermore, in this paper, five strands IoAT-based PA model is presented. The first strands represent the physical level maneuvers, second strands define safety rules, third strands explain effective data-management performs, fourth strands deliver operative irrigation prototypes, and the last strands deliberate technology-aided facilities for aquatic management. Lastly, alongside upcoming guidelines, definite investigation of the performed literature review in the visual form accompanied by acquired reviews and academic training were delineated.

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References

  1. Shah B, Malek S (2018) Identification of significant factors affecting the design of smart village. In: Proceedings of the 2nd international conference on women in science and technology: creating sustainable career, Birla Vishvakarma Mahavidyalaya, Vallabh Vidyanagar, India

    Google Scholar 

  2. Nandurkar S, Thool V, Thool R (2014) Design and development of precision agriculture system using wireless sensor network. In: International conference on automation, control, energy and systems (ACES), Hooghly

    Google Scholar 

  3. Ayanelam YF, Malek S (2018) A critical review of effective project management using 5D BIM. In: Smart construction. 1st International conference on engineering and technology: smart engineering, Parul University, Baroda, India. McGraw Hill Education, pp 155–158

    Google Scholar 

  4. Kochai Z, Malek S (2018) An assessment of time and cost overrun in Afghanistan’s construction. In: Smart construction. 1st International conference on engineering and technology: smart engineering, Parul University, Baroda, India. McGraw Hill Education, pp 159–166

    Google Scholar 

  5. Chaudhari K, Malek S (2018) Critical review on delay and cost overrun in construction projects. In: Smart construction. 1st International conference on engineering and technology: smart engineering, Parul University, Baroda, India. McGraw Hill Education, pp 167–172

    Google Scholar 

  6. Fountas S, Aggelopoulou K, Gemtos T (2016) Precision agriculture: crop management for improved productivity and reduced environmental impact or improved sustainability. In: Supply chain management for sustainable food networks

    Google Scholar 

  7. Zhang L, Dabipi I, Brown W (2018) Internet of things applications for agriculture. Wiley

    Google Scholar 

  8. Ghayvat H, Mukhopadhyay S, Gui X, Suryadevara N (2015) WSN-and IoT-based smart homes and their extension to smart buildings. Sensors 15:10350–10379

    Article  Google Scholar 

  9. Ananthi N, Divya J, Divya M, Janani V (2017) IoT based smart soil monitoring system for agricultural production. In: IEEE

    Google Scholar 

  10. Malek M, Mohibali S, Bachwani D (2021) Identification, evaluation, and allotment of critical risk factors (CRFs) in real estate projects: India as a case study. J Proj Manag 6(2):83–92. https://doi.org/10.5267/j.jpm.2021.1.002

    Article  Google Scholar 

  11. Malek MS, Gundaliya PJ (2020) Negative factors in implementing public–private partnership in Indian road projects. Int J Constr Manag. https://doi.org/10.1080/15623599.2020.1857672

  12. Malek M, Gundaliya P (2021) Value for money factors in Indian public-private partnership road projects: an exploratory approach. J Proj Manag 6(1):23–32. https://doi.org/10.5267/j.jpm.2020.10.002

    Article  Google Scholar 

  13. Malek M, Bhatt V, Patel A (2020) Global, local and national growth of road projects through PPP. Test Eng Manag 83(March–April 2020):25837–25860

    Google Scholar 

  14. Memon A, Malek M, Patel A (2020) A review on risk and risk management technique in construction projects. Int J Disaster Recovery Bus Continuity 11(1):2695–2701

    Google Scholar 

  15. Patel R, Bachwani D, Malek M (2020) Human resource management, a vital tool for labour management in construction industry. Stud Indian Place Names 40(9):201–206

    Google Scholar 

  16. Parikh R, Bachwani D, Malek M (2020) An analysis of earn value management and sustainability in project management in construction industry. Stud Indian Place Names 40(9):195–200

    Google Scholar 

  17. Khan S, Malek M, Phugat S (2019) Factors influencing time and cost overrun in construction of government buildings: Indore as a case study. CIKITUSI J Multi Res 6(4):288–295. 16.10089.CJMR.2019.V6I4.19.2857

    Google Scholar 

  18. Nautiyal V, Shah Y, Malek S (2019) Application of pavement management system in HDM-4: a critical review. Int J Manag Technol Eng 9(4):1850–1859. 16.10089.IJMTE.2019.V9I4.19.27237

    Google Scholar 

  19. Macwan J, Bhavsar A, Malek M (2019) Smart project scheduling for construction projects using AI. Int J Tech Innov Mod Eng Sci 5(5):14–19

    Google Scholar 

  20. Agrawal A, Malek M (2018) Principles of sustainability in construction project management. Int J Adv Innov Res 5(4):45–52

    Google Scholar 

  21. Gajera D, Malek M (2018) A study on consumer behaviour in real estate for Vadodara city. Univers Rev 7(12):956–969

    Google Scholar 

  22. Kumbhani H, Malek M (2018) Cost management process in construction industry. Suraj Punj J Multi Res 8(12):151–158. 16.10089.SPJMR.2018.V8I11.16.3145

    Google Scholar 

  23. Saiyed F, Malek S (2017) The realty growth trajectory of India and China—inexorable comparison. In: Proceedings of the 2nd international conference on construction, real estate, infrastructure and project management, NICMAR, Pune, India

    Google Scholar 

  24. Upadhyay U, Malek M (2018) Identification of factors responsible for organizational transformation of GSRDC. Pramana Res J 8(12):189–201. 16.10089.PRJ.2018.V8I12.18.2063

    Google Scholar 

  25. Malek S, Akalkotkar P (2014) Need of PPP in Indian road sector. Int J Emerg Technol Appl Eng Technol Sci. In: Proceedings of the international conference on information, knowledge & research in engineering management and sciences (IC-IKR-EMS), Kalol, Gujarat, India. KITRC, pp 300–305

    Google Scholar 

  26. Saiyed F, Pitroda J, Malek S (2016) Assessment of very critical risk factors in real estate sector by criticality index. In: Proceedings of the international conference on engineering: issues, opportunities and challenges for development, Umrakh, Gujarat, India. SNPITRC, pp 193–205

    Google Scholar 

  27. Jariwala K, Malek M (2018) Total quality management in construction of textile market in Surat city. J Appl Sci Comput 5(12):699–706. 16.10089.JASC.2018.V5I12.453459.1500186

    Google Scholar 

  28. Bachwani D, Malek M (2018) Parameters indicating the significance of investment options in real estate sector. Int J Sci Res Rev 7(12):301–311. 16.10089.IJSRR.2018.V7I12.287391.2950

    Google Scholar 

  29. Rathod S, Malek S (2018) Six sigma in construction industry: literature review. Int J Manag Technol Eng 8(12):913–920. 16.10089.IJMTE.2018.V8I12.17.2102

    Google Scholar 

  30. Pandya SP, Prajapati MR, Thakar KP, Assessment of training needs of farm women. Gujarat J Ext Educ 25(2):169–171

    Google Scholar 

  31. Pandya S, Ghayvat H, Sur A, Awais M, Kotecha K, Saxena S, Jassal N, Pingale G (2020) Pollution weather prediction system: smart outdoor pollution monitoring and prediction for healthy breathing and living. Sensors 20:5448

    Article  Google Scholar 

  32. Kochai Z, Malek M (2018) Causes of schedule delay and cost overrun in Afghanistan infrastructure projects. Int J Adv Innov Res 5(3):18–25

    Google Scholar 

  33. Malek S, Akalkotkar P (2016) Factors contributing to successful public private partnership projects for highway projects in Indian context. Int J Sci Res Dev 3(12):25–29

    Google Scholar 

  34. Pandya S, Ghayvat H, Kotecha K, Awais M, Akbarzadeh S, Gope P, Smart home anti-theft system: a novel approach for near real-time monitoring and smart home security for wellness protocol. Appl Syst Innov 1(4):42

    Google Scholar 

  35. Araya SY, Malek S (2018) Application of building information modelling in Indian construction projects—a critical review. Int J Creative Res Thoughts 6(1):979–987

    Google Scholar 

  36. Tadewos SG, Malek S, Patel D (2018) Challenges of building construction in Mekelle city, Ethiopia: from contractor’s perspective. J Emerg Technol Innov Res 5(3):420–424. https://doi.org/10.6084/m9.jetir.JETIR1803080

    Article  Google Scholar 

  37. Aynalem YF, Malek S (2018) Developing an effective project concept in 5D environment. J Emerg Technol Innov Res 5(5):372–380. https://doi.org/10.6084/m9.jetir.JETIR1805660

    Article  Google Scholar 

  38. Barot V, Kapadia V, Pandya S (2020) QoS enabled IoT based low cost air quality monitoring system with power consumption optimization. Cybern Inf Technol

    Google Scholar 

  39. Ghayvat H, Pandya S, Patel A (2019) Proposal and preliminary fall-related activities recognition in indoor environment. In: 2019 IEEE 19th International conference on

    Google Scholar 

  40. Pandya A, Malek S (2018) A review for the causes of delay in Indian construction projects. Int J Adv Eng Res Dev 5(3):1–6

    Google Scholar 

  41. Akbarzadeh S, Ren, Pandya S, Chouhan A, Awais M (2019) Smart aging system

    Google Scholar 

  42. Shah B, Malek S (2018) A recapitulation on exigency of smart villages in Indian ambience. Int J Adv Eng Res Dev 5(3):1–8

    Google Scholar 

  43. Saiyed F, Pitroda J, Malek S (2015) Reaping the returns: review on risk management in real estate. Int J Futuristic Trends Eng Technol 3(1):1–8

    Google Scholar 

  44. Patel V, Malek S (2018) A review on identification of safety factors in construction projects. Int J Adv Eng Res Dev 5(3):1–9

    Google Scholar 

  45. Malek S, Pathan N, Mal H (2013) Risk management in construction industry. Indian J Appl Res 3(6):377–379

    Article  Google Scholar 

  46. Parekh P, Malek S (2018) A critical literature review on implementing lean construction concepts in infrastructure projects. Int J Adv Eng Res Dev 5(3):1–7

    Google Scholar 

  47. Chaudhari K, Malek S (2018) Effectiveness of public private partnership in infrastructure development in India: a review. Int J Adv Eng Res Dev 5(3):1–12

    Google Scholar 

  48. Hada N, Malek S (2018) Identification of risk factors in government housing project: a review. Int J Adv Eng Res Dev 5(3):1–6

    Google Scholar 

  49. Ghayvat H, Pandya S (2018) Wellness sensor network for modeling activity of daily livings—proposal and off-line preliminary analysis. In: 2018 4th International conference on computing

    Google Scholar 

  50. Jethwa B, Bhavsar A, Malek S (2017) An overview of factors affecting risk management in PPP based infrastructure projects. Int J Eng Dev Res 5(2):1737–1742

    Google Scholar 

  51. Awais M, Kotecha K, Akbarzadeh S, Pandya S (2018) Smart home anti-theft system

    Google Scholar 

  52. Jethwa B, Bhavsar A, Malek S (2017) Critical review on risk management in PPP based infrastructure projects. Int J Eng Dev Res 5(1):357–361

    Google Scholar 

  53. Patel M, Pandya S, Patel S (2017) Hand gesture based home control device using IoT. Int J Adv Res

    Google Scholar 

  54. Parmar D, Pitroda J, Malek S (2017) Use of BIM (building information modelling) as an integrated tool to plan, design and manage critical construction projects. Int J Adv Res Innov Ideas Educ 3(1):1145–1153

    Google Scholar 

  55. Malek S, Saiyed F (2017) A study on incipient trends: the real estate sector of Ahmedabad city (Gujarat). Int J Res Granthaalayah 5(1):304–315

    Article  Google Scholar 

  56. Patel D, Malek S (2016) Application of performance management system in infrastructure sector of construction industry. Int J Eng Dev Res 4(2):1998–2000

    Google Scholar 

  57. Kalkani K, Malek S (2016) Analyzing causes of delay in construction projects. Int J Innov Res Sci Technol 2(12):257–262

    Google Scholar 

  58. Pandya S, Yadav AK, Dalsaniya N, Mandir V, Conceptual study of agile software development

    Google Scholar 

  59. Malek S, Akalkotkar P, Zala L (2016) Gujarat PPP: attractive factors for adopting public private partnership for highway projects. Int J Futuristic Trends Eng Technol 3(2):1–6

    Google Scholar 

  60. Garg D, Goel P, Pandya S, Ganatra A, Kotecha K (2002) A deep learning approach for face detection using YOLO. In: 2018 IEEE PuneCon

    Google Scholar 

  61. Sur A, Sah RP, Pandya S (2020) Milk storage system for remote areas using solar thermal energy and adsorption cooling. Mater Today Proc

    Google Scholar 

  62. Cohen JM, Pandya S, Krasenbaum LJ, Thompson SF (2020) A real-world perspective of patients with episodic migraine or chronic migraine prescribed AJOVY in the United States. HEADACHE

    Google Scholar 

  63. Sur A, Pandya S, Sah RP, Kotecha K, Narkhede S (2020) Influence of bed temperature on performance of silica gel/methanol adsorption refrigeration system at adsorption equilibrium. Part Sci Technol

    Google Scholar 

  64. Cohen JM, Pandya S, Tangirala K, Krasenbaum LJ (2020) Treatment patterns and characteristics of patients prescribed AJOVY, Emgality, or Aimovig. HEADACHE

    Google Scholar 

  65. Wandra K, Pandya S (2014) Centralized timestamp based approach for wireless sensor networks. Int J Comput Appl

    Google Scholar 

  66. Upadhyay S, Malek S (2016) Adoption and implementation of total quality management in construction industry. Int J Eng Dev Res 4(2):1256–1260

    Google Scholar 

  67. Patel WD, Pandya S, Koyuncu B, Ramani B, Bhaskar S (2019) NXTGeUH: LoRaWAN based NEXT generation ubiquitous healthcare system for vital signs monitoring & falls detection. In: 2018 IEEE PuneCon

    Google Scholar 

  68. Dandvate HS, Pandya S (2016) New approach for frequent item set generation based on Mirabit hashing algorithm. In: 2016 International conference on inventive

    Google Scholar 

  69. Swarndeep SJ, Pandya S (2016) Implementation of extended K-Medoids algorithm to increase efficiency and scalability using large datasets. Int J Comput Appl

    Google Scholar 

  70. Pandya S, Shah S, Joshi N, Ghayvat H, Mukhopadhyay SC, Yap MH (2016) A novel hybrid based recommendation system based on clustering and association mining. In: 2016 10th International conference on sensing technology (ICST)

    Google Scholar 

  71. Patel S, Singh N, Pandya S (2017) IoT based smart hospital for secure healthcare system. Int J Recent Innov Trends Comput Commun 5

    Google Scholar 

  72. Ghayvat H, Pandya S, Shah S, Mukhopadhyay SC, Yap MH, Wandra KH (2016) Advanced AODV approach for efficient detection and mitigation of wormhole attack in MANET. In: 2016 10th International conference on sensing technology (ICST)

    Google Scholar 

  73. Swarndeep Saket J, Pandya S, Implementation of extended K-Medoids algorithms to increase efficiency and scalability using large dataset. Int J Comput Appl

    Google Scholar 

  74. Bhola YO, Socha BN, Pandya SB, Dubey RP, Patel MK (2019) Molecular structure, DFT studies, Hirshfeld surface analysis, energy frameworks, and molecular docking studies of novel (E)-1-(4-chlorophenyl)-5-methyl-N′-((3-methyl-5-phenoxy-1-phenyl-1H-pyrazol-4-yl) methylene)-1H-1, 2, 3-triazole-4-carbohydrazide. Mol Cryst Liq Cryst

    Google Scholar 

  75. Patel W, Pandya S, Mistry V (2016) i-MsRTRM: developing an IoT based intelligent Medicare system for real-time remote health monitoring. In: 2016 8th International conference on computational

    Google Scholar 

  76. Wandra KH, Pandya S (2012) A survey on various issues in wireless sensor networks. Int J Sci Eng

    Google Scholar 

  77. Shah JM, Kotecha K, Pandya S, Choksi DB, Joshi N (2017) Load balancing in cloud computing: Methodological survey on different types of algorithm. In: 2017 International conference on trends in electronics and informatics (ICEI). https://doi.org/10.1109/ICOEI.2017.8300865

  78. Malek S, Akalkotkar P (2016) Driving forces leading to the adoption of PPP: perspective from Gujarat (India), Hong Kong and Australian practitioners. Int J Innov Res Sci Technol 2(9):6–11

    Google Scholar 

  79. Patel RR, Pandya SP, Patel PK, Characterization of farming system in North West agro climatic zone of Gujarat state. Gujarat J Ext Educ 27(2):206–208

    Google Scholar 

  80. Pandya S, Ghayvat H, Kotecha K, Yep MH, Gope P (2018) Smart home anti-theft system: a novel approach for near real-time monitoring. smart home security and large video data handling for wellness protocol

    Google Scholar 

  81. Malek S, Akalkotkar P (2016) Negative factors adopting public private partnership for highway projects: a case study of Gujarat. Int J Sci Technol Eng 2(8):30–35

    Google Scholar 

  82. Ghayvat H, Awais M, Pandya S, Ren H, Akbarzadeh S, Chandra Mukhopadhyay S, Chen C, Gope P, Chouhan A, Chen W (2019) Smart aging system: uncovering the hidden wellness parameter for well-being monitoring and anomaly detection, smart aging system: uncovering the hidden wellness parameter for well-being monitoring and anomaly detection. Sensors 19:766

    Google Scholar 

  83. Saket S, Pandya S (2016) An overview of partitioning algorithms in clustering techniques

    Google Scholar 

  84. Andrew R, Malekian R, Bogatinoska D (2018) IoT solutions for precision agriculture. In: MIPRO, Opatija

    Google Scholar 

  85. Benyezza H, Bouhedda M (2018) Smart irrigation system based ThingSpeak and Arduino. In: International conference on applied smart systems. ICASS, Médéa

    Google Scholar 

  86. Patil K, Kale N (2016) A model for smart agriculture using IoT. In: International conference on global trends in signal processing, information computing and communication. IEEE

    Google Scholar 

  87. Ashwini BV (2018) A study on smart irrigation system using IoT for surveillance of crop-field. Int J Eng Technol 7:370–373

    Google Scholar 

  88. Shah K, Malek M, Phugat S (2020) Alternate building materials used in construction industry. Stud Indian Place Names 40(9):184–189

    Google Scholar 

  89. Khan BR, Malek M, Tidke A (2020) Risk management in construction industry. Stud Indian Place Names 40(9):165–171

    Google Scholar 

  90. Patel K, Malek S (2016) Planning, scheduling and resource management for residential real estate projects in Ahmedabad by using Microsoft Project. Int J Eng Dev Res 4(2):189–194

    Google Scholar 

  91. Pandya S, Sur A, Kotecha K (2020) Smart epidemic tunnel—IoT based sensor-fusion assistive technology for COVID19 disinfection. Emerald

    Google Scholar 

  92. Joshi N, Kotecha K, Choksi DB, Pandya S (2018) Implementation of novel load balancing technique in cloud computing environment. In: Computer communication and informatics (ICCCI)

    Google Scholar 

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Malek, M., Dhiraj, B., Upadhyaya, D., Patel, D. (2022). A Review of Precision Agriculture Methodologies, Challenges, and Applications. In: Singh, P.K., Kolekar, M.H., Tanwar, S., Wierzchoń, S.T., Bhatnagar, R.K. (eds) Emerging Technologies for Computing, Communication and Smart Cities. Lecture Notes in Electrical Engineering, vol 875. Springer, Singapore. https://doi.org/10.1007/978-981-19-0284-0_25

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