0% Complete
صفحه اصلی
/
هشتمین کنفرانس بین المللی کنترل ، ابزار دقیق و اتوماسیون
A New Fuzzy Logic Based Learning Rate Scheduling Method for Crop Classification With Convolutional Neural Network
نویسندگان :
Mohammad Hoseinzadeh
1
Javad Khoramdel
2
Yasamin Borhani
3
Esmaeil Najafi
4
1- دانشگاه صنعتی خواجه نصیرالدین طوسی
2- دانشگاه تربیت مدرس
3- دانشگاه صنعتی خواجه نصیرالدین طوسی
4- دانشگاه صنعتی خواجه نصیرالدین طوسی
کلمات کلیدی :
Deep Learning, CNN, Fuzzy Logic, Agriculture, Learning Rate Scheduler
چکیده :
Researchers have noticed the agriculture field due to its vital role in human lives. Convolutional neural networks, which are mostly used for image processing, can be used in agriculture applications to classify plants and plant diseases. In this paper, a fuzzy logic-based learning scheduler is proposed. This scheduler is compared to two famous schedulers Cosine Restart Decay and Exponential Decay on Agriculture crop classification dataset. Starting with the same initial random weights, a convolutional neural network trained with the fuzzy scheduler has reached a higher accuracy than the other methods.
لیست مقالات
لیست مقالات بایگانی شده
Consensus Tracking of Multi-Agent Systems in The Presence of Byzantine Agents Using Model Predictive Control
Mohammad amin Rezaei - Peyman Bagheri - Farzad Hashem zadeh
Wearable sensing smart solutions for workers' remote control in health-risk activities
Paolo Visconti - Roberto De Fazio - Ramiro Velazquez - Bassam Al-Naami - Amir Aminzadeh Ghavifekr
Synthetic to Real Framework based on Convolutional Multi-Head Attention and Hybrid Domain Alignment
Mohammadreza Ghorvei - Mohammadreza Kavianpour - Mohammad TH Beheshti - Amin Ramezani
Designing and implementing an algorithm based on an autoregressive Kalman filter to estimate well-log data
Sina Soltani
کنترل H∞ مقاوم سیستم های سوئیچینگ خطی با زیرسیستم های پایدار و ناپایدار: رهیافت زمان توقف متوسط
حسین چهاردولی
Load Frequency Control Using Hierarchical Type-II Fuzzy Controller optimized via Imperialist Competitive Algorithm
Mohammad Ali Labbaf Khaniki - Mohammad Manthouri - Kosar Safari
Improving speech quality in hearing aids using fuzzy complex and wavelet
Ali Keshavarz - Mohammad Divandari
Design and Optimizing of Smart IoT-based Irrigation Systems to Minimize Water Usage and Reduce Agriculture Costs
Amir Taha Farshbaf Fekri - Ata Dibazar - Amir A. Ghavifekr
طراحی کنترل کننده بهینه مقاوم و مرتبه کسری برای یک سیستم آشوب فوق سریع
شبنم فرشید - الهام امینیبروجنی
A Novel Cyber-Secure Algorithm in Cooperative Vehicles Platoon
Abolfazl Saadati Moghadam - Mohammad Haeri
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.2.8