AI SearchCrop prediction based on soil parameters using internet of things, machine learning, and implemented over WI-FI protocol (Record no. 24679)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03969nas a2200421 a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260818085522.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220914s2022 th uu m rtt 0| a1engxd |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b12391773 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT RSPR no.TC-22-01 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Sharma, Tanka Nath |
| 245 10 - TITLE STATEMENT | |
| Title | Crop prediction based on soil parameters using internet of things, machine learning, and implemented over WI-FI protocol |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Pathumthani : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 2022 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 43 leaves : |
| Other physical details | ill. |
| 490 ## - SERIES STATEMENT | |
| Series statement | Research studies project report; |
| Volume/sequential designation | no. TC-22-01 |
| 500 ## - GENERAL NOTE | |
| General note | A research study submitted in partial fulfillment of the requirements the degree of Master of Engineering in Telecommunications, School of Engineering and Technology |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Research Studies Project Report (M. Eng.) - Asian Institute of Technology, 2022 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | With the increase in human pressure on natural resources to produce enough food for everyone, it has become necessary to find easier, economical, and sustainable agricultural practices. Using an Internet of Things (IoT) system along with machine learning algorithms could greatly enhance the ways we are doing farming in the present day. The most important factor for a good agricultural yield is to know the suitability of a crop for the land. We propose a low-cost, simple, and durable IoT-based system for the two following purposes: 1.) predicting crops suitable for a given piece of land based on the soil parameters, namely, soil potential of Hydrogen (pH) and soil temperature and 2.) monitoring and automating some of the recurrent processes, i.e., adding fertilizer such as Nitrogen, Phosphorous, and Potassium (NPK) and irrigation of the land. If the NPK levels for growing locations are good, then we can decide not to add additional fertilizers. We found that the proposed IoT based system can suggest a crop as well as monitor and control soil parameters throughout a crop life cycle. Thus, the system can help a farmer cultivate crops that are naturally suitable for his/her land, minimize human interaction, optimize the use of fertilizers and water resources, and reduce the necessity of chemicals such as pesticides and weedicides. Additionally, it can store these soil pa rameters which could be of use for further study and analysis. The proposed IoT-based system is built with open-source technologies, including communication protocols such as Modbus and MQTT, easily available hardware such as ESP32 microcontroller, solar panel, rechargeable batteries, relays etc, and software such as InfluxDB and Node-RED. Consequently, the system is cost-effective and adaptable to future changes. In future, this system can be improved by incorporating a machine learning technique making use of soil parameters to predict disease and crop yield. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Internet of things |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Machine learning |
| General subdivision | Computer programs |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Soils |
| General subdivision | Quality |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Wireless communication systems |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Attaphongse Taparugssanagorn, |
| Relator term | Chairperson |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Teerapat Sanguankotchakorn, |
| Relator term | Examination Committee |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Poompat Saengudomlert, |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Development Bank-Japan Scholarship Program (ADB-JSP) , |
| Relator term | Scholarship Donor |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology. Research studies project report; |
| Volume/sequential designation | no. TC-22-01 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B17266">http://203.159.5.9/ait-thesis/detail.php?q=B17266</a> |
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| a | .b12391773 |
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| 998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
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| Cataloger's initials, CIN (RLIN) | 220914 |
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| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
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| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 40-Archives |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 67-Electronic Resource |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30020220005634 |
| CREATED | CREATED : 2022-09-13 |
| RECORD Id | RECORD # : i13399135 |
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| CREATED | CREATED : 2022-09-13 |
| RECORD Id | RECORD # : i13399147 |
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| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Total checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 18/08/2026 | AIT RSPR no.TC-22-01 | 30020220005634 | 18/08/2026 | 1 | 18/08/2026 | 40-Archives | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 18/08/2026 | AIT RSPR no.TC-22-01 | 18/08/2026 | 18/08/2026 | 67-Electronic Resource |