Optimization of PID control parameters with genetic algorithm plus fuzzy logic in stirred tank heater temperature control process

Septiani, Nurul Ikhlas; Bayusari, Ike; Caroline, Caroline; Haiyunnisa, Triya; Suprapto, Bhakti Yudho

doi:10.1109/icecos.2017.8167167

Cited by 10 publications

(6 citation statements)

References 6 publications

Supporting

Mentioning

Contrasting

Unclassified

Order By: Relevance

“…Автоматизация технологических процессов с использованием PID-контроллера на базе микрокомпьютера, описываемая в работах [30][31], является не просто полезной, но и незаменимой в предлагаемых случаях, когда необходимо учитывать большое количество параметров технологического процесса и максимально точно их поддерживать в пределах задаваемых величин.…”

Section: пищевые системыunclassified

Scientific and Technical Basis for the Development of an Induction Heating Unit for Milk Pasteurization

Neverov,

Vladimirov,

Korotkih

et al. 2024

Engineering Technologies and Systems

View full text Add to dashboard Cite

Introduction. Induction heating is a preferred heating technique for industrial, medical and consumer systems, because it has a number of advantages over traditional heat transfer methods. The advantages include energy efficiency, heating rate, safety of operation, cleanliness of the process, low metal consumption, simple design, and precise control of the temperature of the heated raw materials. An induction heating unit is especially important for farms involved in processing of milk and producing milk-based products. Aim of the Study. The study is aimed at developing a prototype unit for long-term pasteurization of milk using a container heated by induction currents and at selecting optimal operating conditions for the developed prototype unit. Materials and Methods.There was used 3D modeling in the KOMPAS-3D computeraided design system to develop the main components of a milk pasteurization prototype unit with induction heating. The container for raw materials, stirrer and lid are made of stainless steel AISI 304 and AISI 430. The inductor is a frame made of polymer material with a litz wire arranged in a spiral manner. The body of the prototype unit is made of aluminum composite material. The developing and debugging of the electronic circuit of the prototype unit power part was carried out with the use of the design program Proteus 7.10. The microcontroller Mega 2560 was used to make the power part of the electromagnetic induction generation unit. The controlled temperature was monitored by using the waterproof temperature sensor DS18B20. A thermal imager was used to visualize the propagation of the thermal field over the surface of the container walls. Results. The structure diagram of the developed prototype unit with induction heating for long-term pasteurization of milk is presented. The article gives grounds to the use of the necessary elements and actuators in the unit for pasteurization of milk in a container heated by induction currents. There are presented a diagram of the developed power part for the prototype unit and the results of testing it when heating containers made of various materials. An algorithm has been developed to control the operation and PID regulation of the milk pasteurization in an experimental unit with the use the Raspberry Pi microcomputer. The graphs of transient processes when changing the coefficients of PID temperature control are presented. Discussion and Conclusion. When testing the induction heating principle on stainless steels of different compositions, it has been concluded that for the efficiency of heating the container, there is required a ferromagnetic steel pad welded on top of the main container made of food-grade stainless steel. The developed system of inductors made it possible to create a prototype unit with two heating zones depending on the volume of processed raw materials that is important for small farms engaged in processing milk and producing milk-based products.

show abstract

Section: пищевые системыunclassified

Scientific and Technical Basis for the Development of an Induction Heating Unit for Milk Pasteurization

Neverov,

Vladimirov,

Korotkih

et al. 2024

Engineering Technologies and Systems

View full text Add to dashboard Cite

show abstract

“…Masalah yang sering dihadapi dalam proses tersebut adalah keakuratan suhu pada tangki pemanas. Agar suhu tangki tersebut mencapai titik setel dengan kecepatan respon dan akurasi yang tinggi, maka diperlukan sebuah pengendali (Septiani et al, 2017).…”

Section: Pendahuluanunclassified

“…Perancangan sistem Fuzzy Logic digunakan untuk mencari parameter dalam Algoritma Genetika yaitu probabilitas crossover dan probabilitas mutasi. Parameter ini digunakan untuk mencari nilai Kp, Ki, dan Kd pada kontroler PID (Septiani et al, 2017). Penelitian selanjutnya menyajikan analisis perbandingan kinerja pengendali PID dan pengendali Fuzzy PID untuk kontrol proses CSTH (Continuous Stirred Tank Heater) (Kabila & Glan Devadhas, 2015).…”

Section: Pendahuluanunclassified

Rancang Bangun Kendali Suhu Pemanas Tangki Berpengaduk Kontinyu Menggunakan Pengendali Pid Berbasis Ni Elvis Ii Dan Labview

Febiawan

Lilansa

Salam

2020

JEE

View full text Add to dashboard Cite

ABSTRACT:This paper proposes a temperature control system on a continuous stirred tank heater prototype using a PID controller. Input value parameters and system responses are displayed on a GUI (Graphical User Interface) connected to a computer (PC or Laptop) so that they can be monitored in real-time. The sensor used in the stirred tank heater consists of two LM35DZ temperature sensors. The results of the temperature sensor readings are entered into the data acquisition device (NI ELVIS II) as a data processing process which is then processed using LabVIEW and displayed on the GUI. The results of this study can provide a model of a continuous stirred tank heater temperature control system with a water room temperature range up to 45ºC using the parameters PI Kp = 83.2 Ti = 0.03, Td = 0.ABSTRAK:Paper ini mengusulkan sebuah sistem kendali suhu pada sebuah prototipe pemanas tangki berpengaduk kontinyu menggunakan pengendali PID. Parameter nilai masukan dan respon sistem ditampilkan pada GUI (graphical user interface) yang terhubung dengan komputer (PC atau Laptop) sehingga dapat dipantau secara waktu riil. Sensor yang digunakan pada alat pemanas tangki berpengaduk terdiri dari dua buah sensor suhu LM35DZ. Hasil pembacaan sensor suhu tersebut dimasukkan pada perangkat akusisi data (NI ELVIS II) sebagai proses pengolahan data yang selanjutnya diolah menggunakan LabVIEW dan ditampilkan pada GUI. Hasil penelitian ini mampu memberikan sebuah model sistem kendali suhu pemanas tangki berpengaduk kontinyu dengan rentang suhu ruangan air sampai 45ºC menggunakan parameter PID Kp=83,2 Ti=0,03, Td=0.

show abstract

“…The heater is an important piece of equipment in the industrial process, especially in the chemical industry, to improve product quality and process efficiency. The Stirred Tank Heater (STH) is omnipresent in the chemical industry for producing new materials through batch reactions (Septiani et al 2017). The STH is mainly used for varying the fluid temperature inside the tank.…”

Section: Introductionmentioning

confidence: 99%

Review on PID, fuzzy and hybrid fuzzy PID controllers for controlling non-linear dynamic behaviour of chemical plants

Mohindru

2024

Artif Intell Rev

View full text Add to dashboard Cite

The chemical production process is tedious due to the integration of different types of equipment and variables. Designing the controller is crucial in the chemical industry due to the interactive and non-linear system behaviour. An intelligent autonomous controller can improve the operating efficiency of the industry. Although several controllers have been developed, different system failures are frequently reported. Hence, controllers such as proportional integral derivative (PID), fuzzy logic controller (FLC), and hybrid fuzzy PID (F-PID) applied in the chemical industries are critically reviewed in the paper. Initially, the PID controller-based approaches are reviewed for different purposes in the chemical industry. After that, the FLC-based controllers-based papers are reviewed. In order to satisfy the issues in both controllers, the H-PID controllers have been reviewed. This review paper will provide an effective solution for operation control in the chemical industry under different operating conditions.

show abstract

Optimization of PID control parameters with genetic algorithm plus fuzzy logic in stirred tank heater temperature control process

Cited by 10 publications

References 6 publications

Scientific and Technical Basis for the Development of an Induction Heating Unit for Milk Pasteurization

Scientific and Technical Basis for the Development of an Induction Heating Unit for Milk Pasteurization

Rancang Bangun Kendali Suhu Pemanas Tangki Berpengaduk Kontinyu Menggunakan Pengendali Pid Berbasis Ni Elvis Ii Dan Labview

Review on PID, fuzzy and hybrid fuzzy PID controllers for controlling non-linear dynamic behaviour of chemical plants

Contact Info

Product

Resources

About