Course Description

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Thai-Nichi Institute of Technology Student Handbook 2021 International Program

DGE-101 Computer Programming for Digital Engineers 3(3-0-6)

Prerequisite : None Corequisite : DGE-102 Computer Programming for Digital Engineers Laboratory Computer hardware, software categories, and computer organization. Electronical data computation. The development and design of problem solving methodology. Computerprogramming for engineering problems solving using C++, Python, and MATLAB. Compiler building, the design of programming languages, verification of data types. Encryption, the design and development of decryption tools. Basics of aspect-oriented programming, software relationship, relationship in object-oriented programming, cross-sectional relationship, concept of aspect-oriented programming,concept of event-driven programming, application of computer program interface, event-driven programming language structures.

DGE-102 Computer Programming for Digital Engineers Laboratory 1(0-3-2) Prerequisite : None Corequisite : DGE-101 Computer Programming for Digital Engineers Computer programming laboratory for the development and design of problem solving methodology. Computer programming for engineering problem solving using C++, Python, and MATLAB. Compiler building, the design of programming languages, verification of data types. Encryption, the design and development of decryption tools. Basics of aspect-oriented programming, software relationship, relationship in object-oriented programming, cross-sectional relationship, concept of aspect-oriented programming, concept of event-driven programming, application of computer program interface, event-driven programming language structures.

DGE-103 Fundamental Physics 3(3-0-6)

Prerequisite : None Corequisite : DGE-104 Fundamental Physics Laboratory Linear and angular motion, momentum conservation, angular momentum, power, elasticity, simple harmonic motion, oscillation and resonance, waves propagation, sound waves, flows of fluid, heat and thermodynamics, kinetic theory of gases, electric fields and electric potential, electric current and resistances, magnetic fields and induction, superconducting conditions, lights, microwave pipes, fiber optics and telecommunications, atom, molecules, nucleus, quark, lepton, big bang.

Student Handbook 2021 International Program

Thai-Nichi Institute of Technology

DGE-104 Fundamental Physics Laboratory 1(0-3-2)

Prerequisite : None Corequisite : DGE-103 Fundamental Physics The laboratory experiments support theories in DGE-103, in 8 total experiments. The experiments aim to improve experiences in mechanics, waves, flows, heat and thermodynamics, electric fields and electric potential, magnetic waves and induction, lights, electronics, and photoelectric phenomena.

DGE-105 Calculus 1 3(3-0-6)

Prerequisite : None Corequisite : None Limits, continuity, derivative, the application of derivatives to L’Hospital’s rule, integral and its application, derivatives of functions and their applications, integrals of functions and their applications, three-dimensional geometry, sub derivatives, multiple integrals, first order ordinary differential equation.

DGE-106 Calculus 2 3(3-0-6)

Prerequisite : DGE-105 Calculus 1 Corequisite : None Calculus of vector functions, numerical integration and improper integration, mathematical induction, sequence and series of numbers, Taylor series of basic function, ordinary derivative equations and applications, vector calculus, Fourier series, Laplace transform, limits of sequences and functions, geometry and algebra of vectors, threedimensional coordinate system, plains and lines in three-dimensional system, surface and curves, matrix theory and applications, geometry projection components.

DGE-110 Engineering Graphics and Designs 3(2-3-6)

Prerequisite : None Corequisite : None The design of products and services using digital graphics, algorithm analysis, design techniques and methodology, electronic design tools, application software roles, the design using Solid works Autocad Sketup Unity 3DMax for digital design, video games design, interfacing of video games in various platforms, game development as an application, game design and analysis in advance game design using advance software.

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Thai-Nichi Institute of Technology

Student Handbook 2021 International Program

DGE-111 Mechanics for Digital Engineers 3(3-0-6)

Prerequisite : None Corequisite : None System of forces, resulting forces, balance of particles and rigid body, statics of fluids, centroids and moment of inertia, kinetics of particles and rigid body, motions of Newton’s kinetics of particles and rigid body, dynamics of particles and rigid body, concepts of work and power, impulse and momentum, basic mechanical vibration, study and understand the relation of forces strain stress and reforming of materials, relations of stress and strain from twisting of materials, bending region in elastic materials, the analysis of moment.

DGE-112 Materials and Devices for Digital Engineers 3(3-0-6)

Prerequisite : None Corequisite : None Relation between structures, production process, and technology, inspection and analysis of applied engineering materials which consist of metal, polymer ceramics, and composite materials, phase equivalence chart, explanation of mechanical attributes and deterioration of material, structure of solid, material preparations, heat properties of materials, electrical properties of materials, magnetic properties of materials, photo properties of materials, electronical tools, electrical tools, and photo tools for digital engineering. DGE-113 Exploratory of Digital Engineering and Artificial Intelligence 1(1-0-2) Prerequisite : None Corequisite : None Basic of digital engineering and artificial intelligence as given by experts from government and industry which consists of scope and origin of artificial intelligence, knowledge representation of memories, reasoning through probabilities, search techniques, games and strategy of knowledge, natural language processing, computer vision, expert systems, data mining and knowledge discovery, signal tracking devices, signal conversion, automation systems, microcomputer connections, automatic robots. DGE-201 Digital Signal Processing 3(3-0-6) Prerequisite : DGE-101 Computer Programming for Digital Engineers DGE-103 Fundamental Physics Corequisite : None Basic digital systems, Boolean algebra, digital design techniques, logic gates, basic synchronous circuits, synchronous and asynchronous sequential circuits, logical design using computer, asynchronous systems and signals, linear time-line system, z-transform, Fourier transform for asynchronous signals, random theory, Fast Fourier Transform, digital filter design, frequency response of discrete time systems, discrete systems analysis, digital filter circuit design, multi-rate digital signal processing, applications of digital signal processing.

Student Handbook 2021 International Program

Thai-Nichi Institute of Technology

DGE-202 Artificial Intelligence Techniques I: Software-Based Approaches 3(2-3-6) Prerequisite : DGE-101 Computer Programming for Digital Engineers DGE-103 Fundamental Physics Corequisite : None Intelligent system, multi-agent system, the meaning of artificial intelligence, learning and representation, programming languages for artificial intelligence, clustering optimization, ant algorithm, artificial neural networks, multi-layer perceptron, networks of radial basis functions, Kohonen net, simple genetic algorithm, genetic operator, optimization using genetic algorithm, fuzzy set, fuzzy system, fuzzy models, intelligent groups, control systems, expert systems, natural language processing, object recognition, vision and learning, application of intelligent systems to the engineering and information problems using MATLAB.

DGE-203 Wired and Wireless Communication System 3(2-3-6)

Prerequisite : DGE-101 Computer Programming for Digital Engineers Corequisite : None Wireless communication systems, modern wireless communication systems, design concepts, cellular communication systems, carrier-sense multiple access, wireless network, wireless communication standards, specified wireless network, wireless networks on IEEE standards, radio waves propagations and mix signals, diverse access techniques, channel encryption, spread spectrum, equalization, diversity, bandwidth, fiber optics communications, MIMO antenna, advances of wireless communication and future trends.

DGE-204 Engineering Economics 3(3-0-6)

Prerequisite : None Corequisite : None Concepts and theory of microeconomics, demand and supply, elasticity and applications, public economics, cost, market structures, concepts of macroeconomics, macroeconomics variables, long-term economics, banking, banking policies, short-term economics, international banking, application of economics, movements in the design and improvements, interaction between man and machine, trends and effects from outside factors, trends of modern enterprise, efficient methodology for managing the enterprise, planning, decision, problem solving, leadership, economic mindset giving to improve ideas and products in researches, marketing, managements, production, banking, block chain for sustainable startup companies.

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Thai-Nichi Institute of Technology Student Handbook 2021 International Program

DGE-206 Numerical Methods and Discrete Mathematics 3(3-0-6)

Prerequisite : DGE-105 Calculus 1 DGE-106 Calculus 2 Corequisite : None Matrix operations, linear algebra, LU degradation, curve modulation, roots of numeric equations, numerical classification, numerical integration through Runge-Kutta methods for solving initial conditions of ordinary differential equations, tree connections, dislocation of approximation, solving linear and non-linear equations, function approximation, derivative approximation and numerical integration, using of software for numerical computation.

DGE-207 Probability and Statistics for Digital Engineers 3(3-0-6)

Prerequisite : None Corequisite : None Basic analysis and presentation of data, probability, statistical classification, sampling, approximation, statistic inference and hypothesis testing, correlation variance analysis and regression, the use of statistics in problem solving, statistics methodology, attributes of data, continuous analysis, random variables, distribution of the probability, distribute of samples, hypothesis testing theory, model Markov, the analysis of linear regression in engineering, sample approximation and model creation, distribution sampling.

DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches 3(2-3-6) Prerequisite : DGE-201 Digital Signal Processing DGE-203 Wired and Wireless Communication System Corequisite : None Integrated design for software and hardware embedded system. Microcontroller application development using C, C++, Python, Arduino and MATLAB. Microcontroller bus system for network communication. Device and service control. Unified Model Language (UML) program. Real-time embedded system under tight constraints development. Commercial consideration. Specific application processor. Rapid hardware and software prototype. Design license.

Student Handbook 2021 International Program

Thai-Nichi Institute of Technology

DGE-209 Data Analytics 3(2-3-6) Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches DGE-206 Numerical Methods and Discrete Mathematics Corequisite : None Data model and database architecture. Conceptual data definition for database relationship design. Normalization. Database theory. Relational language for database. Database application case study. Data collection and presentation. Industrial data analysis. Linear distribution analysis. Single factor-none parameter analysis. Application for design, analysis and interpret data. Data mining. Data warehouse. Statistic for data mining. Database acknowledgement. Abstract definition. Online analytical processing and multi-dimensional analysis. Data classification concept and classifier evaluation. Unequal problems clustering. Data clustering. Data mining implementation.

DGE-301 Machine Learning 3(3-0-6) Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches Corequisite : None Simulation and machine learning. Probability. Bayesian and Naive Bayesian classification theory. Linear regression. Hidden Markov model. Learning Tree and Learning Tree Decision. Neural networks hypothesis evaluation. Computational learning theory. Learning by example. Learning rule set of support vector machine (SVM). Evolutionary algorithms concepts and techniques in advanced research. Intelligent Artificial Intelligence Multi-agent search systems and advanced planning. Integrated image processing. Object description and object recognition. 3D visualization and maneuver analysis.

DGE-302 Mechatronics 3(2-3-6)

Prerequisite : DGE-111 Mechanics for Digital Engineers DGE-201 Digital Signal Processing Corequisite : None Overview of the mechatronic system. Principles of measurement. Sensor and transducer. Signal improvement circuits. Analog to digital converter. Digital circuit technique. Principles of digital techniques for measuring electromagnetic and mechanical energy conversion. Principle of DC and AC instruments. Principle of power electronic circuits and basic applications in electrical instrument control. Principles of the feedback control system. Types of basic controls and automation control in the industry. Advanced sequence control technology. Conceptual design for mechanical, electrical, electronic and control integration. Sequential control systems which emphasize on the concept synthesis. Mechatronics Technology. Computer and Mechatronics control input.

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Thai-Nichi Institute of Technology Student Handbook 2021 International Program

DGE-303 Fog and Cloud Computing 3(3-0-6) Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches Corequisite : None Architecture and components of data warehouse. Data warehouse design and development methodology. Relational database management system. Installation and upgrading database management system. Multi-user database system. Database security and integrity. Principle of Fog. Cloud organization and Cloud computing. Simulation system. Hypervision. Provision and non-provisioning. Convex function estimation. Type of convex function. Computer program development and installation on cloud organization. Cloud computation service model. Cloud web-application. Transaction management on cloud for private and public applications. Cloud computing infrastructure. Cloud computing access. Cloud computing log. Web-application services. Cloud application development. Principle of grid computing. Organization simulation. Cloud system migration. Future of cloud computing.

DGE-304 Intelligent Human-Computer Interaction 3(2-3-6) Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches Corequisite : None Human and computer interaction. Integration technique for modern computer and peripheral. User-hardware interface. Hardware for data acquisitioning. Software interface system. Device-driver library. User interface. Intelligence applications for human behaviors monitoring and controlling. Human-hardware learning and perception. Graphical computation theory. 3D kinematic transformation. Vertex and memory management. Compiling. Input/Output engineering. Graphic emulator design. Advance graphical computation. Security consideration. Intelligence decision. Advanced language recognition of modern human interface. Real-time simulation for 2D and 3D system design. Realistic simulation. Real-time user interaction design and implement. Model-based simulation. Single and cross-user environment development. Peripheral interface programming.

Student Handbook 2021 International Program

Thai-Nichi Institute of Technology

DGE-305 Intelligent Software 3(3-0-6) Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches Corequisite : None Analysis of computational complexity for computer algorithms, Analysis of average case, Recursive relation, Procedure and method for recursive solving, Generating function, Pattern and solution, Asymptotic estimation, Game theory, Strategic game auction-model, Possibility-game, Resource sharing-game, Process, life-cycle and strategy for modern software development, Software requirements analysis and requirements specification, Software design using Spiral, Top-down, Bottom-up and Increment model, Instrument and design technique, Prototyping, Principle of system testing, User-interface technology, Software design and development for organization, Web-based application and media, Database design and development, Modern technology for application development.

DGE-306 Big Data Engineering 3(3-0-6)

Prerequisite : DGE-301 Machine Learning DGE-303 Fog and Cloud Computing Corequisite : None Fundamental of big data and basic platform. Data model and storage method. Analysis algorithms. Issue on big data visualization and transferring. Modern research and development for big data analysis. Big data storage method, record, retrieving and processing. Model analysis and performance evaluation including efficient business big data analysis technique.

DGE-307 Industrial Automation Systems 3(3-0-6)

Prerequisite : DGE-302 Mechatronics Corequisite : None Industrial control system. Analog signal modulation. Digital signal modulation. Sensor and transducer. Analog controller. Digital controller. Sequential control. Programmable logic controller (PLC). PLC for industrial automation. Pneumatic. Hydraulic and electric. Automation system design using pneumatic and hydraulic using PLC. Principle of SCADA. SCADA for industrial controlling and monitoring using PLC.

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Thai-Nichi Institute of Technology Student Handbook 2021 International Program

DGE-308 Industrial Robotics 3(3-0-6)

Prerequisite : DGE-302 Mechatronics Corequisite : None Types of automation system. Fundamental of industrial robot. Robot history. Robot and industry deployment. Multi-axis independence kinetic. Software simulation. Open-source security protocol. Design and installation. Intelligent industrial robot anatomy. Robot language. Workcell design. Hardware interface. Feed-back control system revision. Cartesian system and joint control. Industrial robot maneuver control. Single-joint robot control system. Industrial robot arm controlling for industrial conveyer. Driver and instrument for industrial robot. Machine vison. Image acquisitioning. Light condition. Image construction. Image interaction. Camera and image sensor. Methodology and analysis. 3D machine vision. Image enhancement. Edge detection. Repetitive image. Robot and camera interaction.

DGE-309 Engineering System Integration 3(2-3-6) Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches DGE-302 Mechatronics Corequisite : None Process design and system integration related to system engineering process. Learn about decision analysis. Designed to meet the needs of interface management of the company. Distributors and customers structural analysis of technical performance measurements and technical inspection, measurement, tracking and validation. Process design and system integration in production lines with automation for the industry. Industrial robots including artificial intelligence technology.

DGE-310 Internet-of-Things 3(2-3-6) Prerequisite : DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches DGE-303 Fog and Cloud Computing Corequisite : None Internet-of-Things consists of both hardware and software systems, includes the development tools, architecture, database, programming on embedded devices, web application development, implementation of mobile terminal, the using of APIs, access to resources on the internet, sensors, actuators, ubiquitous computing, and ethics of ubiquitous computing.

Student Handbook 2021 International Program

Thai-Nichi Institute of Technology

DGE-311 Startup Entrepreneurship and Innovation Managements 3(3-0-6) Prerequisite : DGE-204 Engineering Economics DGE-303 Fog and Cloud Computing Corequisite : None Business management concepts, the role and importance of modern business administration, composition and writing a business plan, preparation for entrepreneurship, business feasibility analysis and risk management, learning management and database management. The use of technology and innovation for study. Creating and presenting information technology and innovation. Curriculum development, educational management, measurement and evaluation application of computer system.

DGE-401 Computer Hardware Developments 3(3-0-6)

Prerequisite : None Corequisite : None Digital circuit design, knowledge of synchronous and asynchronous circuits. Development, design and analysis of computational and sequential circuits, microprocessor operations. Microprocessors design and development. Design and development of embedded systems with integrated digital circuit design. Testing and verification, hardware description language and design tools. Advanced digital circuit testing, applications for industrial applications, digital design using integrated circuits and logic devices. The process of developing computer hardware, tools and equipment for advanced digital circuit design.

DGE-402 Digital Multimedia 3(3-0-6)

Prerequisite : None Corequisite : None Thinking process, type of thinking, creative thinking criteria for creative assessment techniques, methods for developing creativity. The problem of digital communication. Media classification, digital representation and communication, digital image processing, digital voice representation, digital audio processing, digital video representation and communication, digital video processing.

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Thai-Nichi Institute of Technology Student Handbook 2021 International Program

DGE-403 Cryptography and Network Security 3(3-0-6)

Prerequisite : None Corequisite : None Theories and Techniques of Cryptography, symmetric and asymmetric encryption, cryptographic Techniques in computer networks, security threats and vulnerabilities. Authentication mechanism, identification and security in the operating system and applications. Intrusion prevention and intrusion detection systems information, access control, security management of information systems, vulnerability analysis, risk management, procedures for assessing potential risks to data and computer systems, disaster recovery planning and business continuity.

DGE-404 Algorithms and Architectures for Geoinformatics 3(3-0-6)

Prerequisite : None Corequisite : None Geography is a computer science used to manage geographic information. Course content includes analysis of remote sensing, Geographic Information Systems (GIS), computer-based mapping, and other systems. Students will learn about data structures and programming for geographic use including related architectures in software system design and how to design new software systems. This course will focus on project work and programming.

DGE-405 Digital Bioinformatics 3(3-0-6)

Prerequisite : None Corequisite : None This course covers various principles of the processing of basic biological information. Management of genetic databases, algorithms, tools and applications for biological data processing, various methods for computational biology. Sequence analysis and genetic structure, and applications related to genetic and protein analysis.

DGE-406 Computer Animation and Digital Gamification 3(3-0-6)

Prerequisite : None Corequisite : None The Course content includes object modeling in three dimensions and the basics of animation techniques. Three-dimensional simulation consists of logical curves and surfaces. The relationship of curves and surface. Basic knowledge of design. Shadowing and surface properties, and describing the animation process. Theory and principles of game design endowed with practice to understand each stage of game production. Content covers rapid prototyping. Theory of mechanics and dynamics Continuity theory of the game nature of fun balancing the game and the appropriate user interface design for the game.

Student Handbook 2021 International Program

Thai-Nichi Institute of Technology

DGE-407 Software Project Management 3(3-0-6)

Prerequisite : None Corequisite : None Generally, the success of a software development project does not depend solely on the designer and developer of the software without effective project management, the chance of failure is high. This course includes techniques for managing software projects from a wide angle by focusing on the principle examination. Techniques and tools used to delineate projects, divide tasks, and use resources. Computer task tracking and long-term program maintenance including risk management.

DGE-408 Special Problems in Digital Engineering 1 3(3-0-6)

Prerequisite : None Corequisite : None Particular modern technology problems in digital engineering or topic under approval by lecturer and dean of faculty.

DGE-409 Special Problems in Digital Engineering 2 3(3-0-6)

Prerequisite : None Corequisite : None Particular modern technology problems in digital engineering or topic under approval by lecturer and dean of faculty.

DGE-410 Special Topics in Digital Engineering 1 3(3-0-6)

Prerequisite : None Corequisite : None Particular modern technology problems in digital engineering or topic under approval by lecturer and dean of faculty.

DGE-411 Special Topics in Digital Engineering 2 3(3-0-6)

Prerequisite : None Corequisite : None Particular modern technology problems in digital engineering or topic under approval by lecturer and dean of faculty.

DGE-491 Pre-Cooperative Education 1(1-0-2)

Prerequisite : None Corequisite : None Preparatory study to be ready for cooperative or training in actual industrial sector. Training to apply knowledge for real situation and problem solving at the real operation based on 5G.

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Thai-Nichi Institute of Technology Student Handbook 2021 International Program

DGE-492 Monodzukuri Project 1 2(0-6-4)

Prerequisite : DGE-491 Pre-Cooperative Education Corequisite : None Each student or group of students will carry out research or develop a project to solve digital engineering problems in accordance with the concept of Problem-Based Learning with the supervision of at least one advisor. Students will be required to submit a report and make a presentation.

DGE-493 Digital Engineering Practice 1(1-40-10)

Prerequisite : None Corequisite : None This course requires students to work in the work places, industrial factory, organization or research laboratory which use English language domestically and internationally with a minimum of 320 working hours and presentation of internship.

DGE-494 Monodzukuri Project 2 3(0-9-6)

Prerequisite : DGE-492 Monodzukuri Project 1 Corequisite : None This course is a continuation of the DGE-492 Monodzukuri Project 1. It is a complete implementation of the topic or problem. Students will have to take the exam by presenting the results at the seminar. Students will be required to submit a complete report approved by the program committee and Faculty of Engineering.

DGE-496 Cooperative Education 6(0-40-10)

Prerequisite : DGE-491 Pre-Cooperative Education Corequisite : None During the first semester of their senior year, the students will carry out a cooperative work or research laboratory in the digital engineering companies in Thailand that use English as a medium. The students should be able to apply their knowledge from their classrooms to the real industrial work through assigned operational tasks at those companies or research laboratories. The students must submit a full report after the end of the practical training and provide an oral presentation for an evaluation.