General Engineering Program
5-year combined undergraduate / graduate Engineering programs
SEMESTER ABROAD
TEACHING UNIT ECTS TEACHING UNIT COMPONENT Content TEACHING HOURS
APPLIED INTERNSHIPS 3 Applied Engineering Internship

During this applied engineering internship (13 to 16 weeks, starting at the end of year 3), the engineering student joins a company or a university laboratory with the objective of taking on a variety of tasks and assignments that correspond to his/her level of studies.

Traineeship : 455h00
SEMESTER ABROAD 30 Pied de interne 3 Pied de interne 4 Pied de interne 5
ACADEMIC SEMESTER
TEACHING UNIT ECTS TEACHING UNIT COMPONENT Content TEACHING HOURS
ADVANCED DIMENSIONING AND OPTIMIZATION 6 Damage and Failure

Failure under static stresses
The brittle and ductile fracture mechanisms are studied for the different families of materials as well as the various influencing parameters. The brittle ductile transition, the toughness, as well as the fracture statistics, complete this part to refine the choices of materials and their dimensioning for the strenght to sudden fracture by crack propagation.
Failure under dynamic stresses
The mechanisms of fatigue failure in materials, and the bases of pre-dimensioning of parts for dynamic stresses are studied.
The course is illustrated with numerous examples and exercises from expertises treated in the laboratory.
Practical work
In the form of mini projects allowing for a global consideration of the design, choice of materials, analytical and numerical calculations and expertise of parts subjected to dynamic or statics constraints.

Lectures : 14h00
Lab Work : 24h00
Vibratory Expertise

The chapters of the course, grouped according to the general objectives, are as follows:

Characterization of the vibrations of a system:
- analytical study: sub-structuring of a complex system,
- experimental study: means of measurement and software for experimental modal analysis.

Vibration reduction methodology:
- actions on the source of the vibrations,
- actions on the transmission of vibrations,
- actions on the system's own response.

Conditional and provisional maintenance of rotating machinery:
- types of defects in rotating machinery,
- choice and limitations of monitoring indicators and diagnostic tools.

These chapters are complemented by the presentation of frequency analysis tools: Fourier series and digital Fourier transform, used in the experimental characterization of systems and diagnosis of defects in rotating machines.

The theoretical knowledge on the characterization of the vibrations of a system is implemented during three sessions of practical work, relating respectively to the use:
- means of measurement,
- a modal analysis software,
- finite element calculations software.

These three sessions make it possible to compare, on the same system, the vibratory characteristics extracted from measurements with those calculated from a modeling of the system.

Lectures : 14h00
Lab Work : 12h00
Mechanical Topology Optimization

The first session is devoted to the general presentation of the method followed by an example of application on the ANSYS WorkBench software. This example will illustrate the different options and the different stages of a topological optimization.
The following 3 sessions will be devoted to carrying out a project in a group and independently. This project will consist of the following stages:
Mechanical characterization of the material used: creation and 3D printing of test specimens which will be subjected to a tensile test. The anisotropy of the material can be highlighted and characterized.
Topological optimization: search for an optimized solution for a given load case. The influence of parameters such as mesh size, boundary conditions or optimization methods should be evaluated.
Numerical validation of the optimized structure (simulation on the optimized structure)
3D printing of the optimized structure and mechanical test on this part. The experimental results will be compared with the numerical results; we will then try to explain any differences.

Tutorials : 4h00
Project : 12h00
STRUCTURAL DYNAMICS 2 Structural Dynamics

The course resumes the basics of rigid body mechanic before introducing less common notions such as shocks theory and vibration analysis.
The movement is studied independently of its causes first. The kinematic and the associated torsor are introduced. The course focus and the point before extrapolating the results to generic solids.
Mechanical actions and their modelling is presented in order to apply the dynamic notions.
Newton's laws are introduced et allow to link the movement to it cause.
Energy is approached as well as the basics of shock theory, which is at the limit of the rigid body hypothesis.
Finally, the vibration analysis and it matrix formalism is presented and applied at two degress of freedom systems.
Exercises are done after each notion to put into practice formula and method introduced in the course.

Lectures : 26h00
Lab Work : 8h00
INDUSTRY OF THE FUTURE 3 Supply Chain : Fresh connection

The Fresh Connection "is an online simulation exercise game of the management of the supply chain of a company in difficulty. The Fresh Connection is therefore a real simulator in which the Board of a company is faced with a difficult situation and must do so. remedy A real challenge!
Organized as a management committee, the team members develop a strategy to maximize the profitability of their business and satisfy their customers.
The game is organized in 6 rounds spread over 3 sessions of 4 hours. The difficulty is growing with more and more parameters to integrate and an increasingly constrained environment.
Management of supplies and stocks (Safety stocks, batch sizes, ...)
Production and operations management (Loads & Capacity, Launch, Scheduling, machine investments, Lean Manufacturing, ...)
Customer management (Sales) Service level delivery times, Product quality service level.
Supplier management (Purchasing)

Lectures : 4h00
Lab Work : 12h00
Maintenance 1

- Introduction & definition of the RMA system: Reliability, Maintainability and Availability of production equipment,
- Study of repairable FMD systems: indicators, characterization methods, reliability laws: study of models
Exponential & Weibull,
- Application to the management of spare parts,
- Case study.

Lectures : 2h00
Tutorials : 6h00
robotization methodologies

Realization of a pre-diagnosis containing 5 influencing factors. TP1 carried out on equipment from the Gene Haas Center with the study of 2 types of GHC robots.
Economical with ROI calculation
Organizational with the impact on flows
Human and social with in particular training
Maintenance following the integration of new techniques
Quality with the goal of zero defects

Carrying out of a diagnosis comprising 6 parts. TP2 carried out on equipment from the Gene Haas Center with the study of 2 types of GHC robots.
Information gathering
Detailed operating mode
Cycle time analysis
Solution of principle and choice of robotic cell
Summary of the welding machine robotization project
Balance sheet


Drafting of specifications intended for consultation with integrators

Lab Work : 8h00
Basics of robotization

• Kinematics/movement
• Learning points on a dedicated software
• Handling of ECAM's virtual and physical robots

Lectures : 2h00
Tutorials : 2h00
Lab Work : 4h00
ENERGETIC 3 4 control of electrical machine

Presentation of the physical phenomena involved in semiconductors (PN junction and MOS effect). Description of the basic components of power electronics (Diode, Thyristor, MOSFET, IGBT).
Study of the basic circuits of power electronics: Choppers (Buck, Boost, Buck-Boost), Single-phase and three-phase rectifiers and inverters.
Presentation of the pulse width method via a visual analogy.
Reminder of the DC machine models and their characteristics (Torque-current and Speed-voltage). Presentation of power converters according to the type of network (choppers from DC and rectifiers from AC) and the operating quadrant (bidirectional voltage and / or current converter).
Reminders on the induction machine. Presentation of the two types of control allowed by a frequency converter (scalar and field oriented). Demonstration of maintaining the performance of the machine at variable speed in both modes with explanations of the limits at high and very low frequencies.
Tutorials :
Complete study of a synchronous machine autopiloted by a thyristor inverter
Complete study of an asynchronous machine controlled by scalar control
Sizing of an autonomous electricity installation containing a generator (synchronous generator) and photovoltaic panels.

Lectures : 8h00
Tutorials : 4h00
Lab Work : 4h00
Heat Transfer

The approach on theory is made in masterclasses and with class exercises on the following points:
- Conduction: Fourier law, general three-dimensional heat conduction equation for steady state and unsteady conditions, introduction to the concept of thermal resistance.
- Convection: Newton law, dimensionless numbers and used correlations in convective transfer situations.
- Radiation: study of black bodies and gray bodies, Stefan-Boltzmann law, equivalent thermal network to treat radiation problems.
- Application to insulation problems, study of combined transfers (example with fins).
- Heat exchangers: description of the main types, study of associated calculation methods.

Lectures : 24h00
Tutorials : 10h00
Lab Work : 8h00
STUDENT LIFE COMMITMENT 3 3 STUDENT LIFE COMMITMENT

COMMITMENT & RESPONSIBILITIES 3 0 COMMITMENT AND RESPONSABILITIES

Lectures : 2h00
HUMANITIES, ENTREPRENEURIAL AND LANGUAGE TRAINING 3 English 3


2 hour lessons every week.
Consolidation of grammar and expanded vocabulary.
Strategies, techniques and practice papers to prepare for the TOEIC (lower-level groups)
Assigned presentations (individual and in groups) on a variety of themes, including international current affairs and cross-cultural elements
Students animate masterclasses where interactive elements, debates and active participation are encouraged.
Task-based practice of language appropriate for professional and social settings.
Assignments will be related to engineering or corporate related themes.

Tutorials : 20h00
Second Foreign Language 3

1.5 hour lessons every week.
Expanded vocabulary
Revision of grammar points
Improvement of phonological control

Tutorials : 18h00
Self Knowledge

"Personal development in professional contexts.
Identifying values.
The contribution of neurosciences and the individual and relational needs that underpin behavior (neuroscience, emotions, cognitive biases).
Human Element Exercises, AT: basic needs in social and professional groups (Inclusion, Control, Openness).
The 4 dials: establish a relational roadmap.
Identifying springs with Appreciative Inquiry: knowing yourself and talking about yourself.
"

Tutorials : 8h00
Interculturality 3

Tutorials : 6h00
Entrepreneurship 2

"Introduction to marketing concepts.
Marketing a product for prospects, customers, managers, investors.
Realization of a marketing study and a marketing CDC.
Establishment of a business development plan via the establishment of the Canvas business model and a business plan (establishment of the map of actors / customers / suppliers / distribution channels)."

Tutorials : 12h00
STUDENT LIFE INVOLVEMENT 3 2 STUDENT LIFE INVOLVEMENT

DIGITAL 4 Digital systems

Study of the architecture of a digital system: Development environment, emulator, simulator, software development at an industrial level, structure and bus. Numeration, coding, operations on numbers, multiplexing, 3 states operators, internal architecture of a microprocessor.
Numerical memories: General knowledge, Physical support principle of digital information, characteristic quantities, configuration, extensions, memory page concepts, types, beam description, study of schematics.
Serial transmission: Objectives and fields of application, structure and parameters, norms, RS232, format and speed, connectivity modes, types of transmission, protocol, modulated transmission.
Microcontroller 8051: MCS51 family, physical presentation, program and data memory, addressing modes and instruction sets, assembly programming, stack and stack pointer sub-program, interfaces, interruptions.
Microcontroller MBED: Internal structure, physical presentation, SFR block, CAN and MLI interfaces.
Application: Temperature control, choice criteria, interface definition, programming languages (C and C++), programming.

Lectures : 16h00
Tutorials : 2h00
Lab Work : 4h00
Operational Research

Course outline:
- Graphs: definitions
- Connectivity
- Path problem
- Hamitonians paths and heuristic
- Minimum spanning tree
- Graphs coloration
- Maximum flow
- Problems raised with large graphs

Lectures : 12h00
Tutorials : 4h00
Fundamentals of Digital Network and Information Systems

The course consists of a lecture and tranining sessions to practice the concepts seen during lecture.
- Introduction (objectives, skills targeted, issues for the engineer)
- Vocabulary and History (basic vocabulary, network evolution history, future perspectives)
- Models and Protocols (ISO and DoD models, standardization, RFC, TCP / IP stack)
- Encapsulation (coding and decoding of a frame, network analysis, examples)
- Physical Support (cables, connectors, physical characteristics, topologies, pre-wiring)
- Active Components (repeaters, switches, routers, firewall, proxy)
- Ethernet frame (Mac addresses, use, link with the physical layer, security)
- IP datagram (structure of a datagram, IP address, mask, implementation under windows)
- Addressing plan (construction of an address plan, configuration of IP addresses, gateways, DHCP / BootP)
- Management of the shortage of IPV4 Addresses (NAT, IPv6)
- DNS system (general operation, architecture, TLD, diagnostics, vulnerabilities)
- ARP (principle, structure, ARP table, example of dynamic use, vulnerabilities)
- Routing (routing, routing table, general principle of routing algorithms)
- Internet structure (internet map, concept of autonomous systems, peering points, technical and geopolitical issues)

Lectures : 23h00
Tutorials : 4h00
Lab Work : 8h00
Information Systems

- Introduction (objectives, stakes for the engineer)
- History of information systems (IS)
- The information system:
- Urbanization and interoperability (principles of urbanization, criteria of interoperability)
- Governance (different organizations, strategic issues, maturity of the IS)
- IS modeling (cartography, BPMN)
- Technological components
- application components (HTTP, XML, HTML, LDAP / Directories, Databases)
- Hardware Architecture (processors, storage, system rooms)
- Software Architecture (operating system, process management, memory management)
- Backup and Archiving (issues, current technologies)
- Virtualization and cloud computing (general principle)
- Standard software offer (software families, selection criteria, publishers' economic models)
- Information system security
- Security Policy (document, methods, WSIS)
- Actors of the IS and the ISP (CIO, ISSO, DPO, professions, external organizations, geopolitics)
- Risk Management (general principle, identification, risk management methods, countermeasures)

Lectures : 15h00
Tutorials : 2h00
Lab Work : 4h00
Introduction to Data Science

The course plan is as follows:
- Linear regression and Gradient Descent
- Logistic regression
- Data: learning base vs test base
- Over and under learning
- Meta parameters
- Perceptron
- Neural networks
The course will be enhanced with many exercises.

The second part of the course is carried out in the form of a project whose objective is to implement the concepts seen in the first part. It is about carrying out a machine learning process on a real basis and studying the avenues for improvement.

Lectures : 8h00
Project : 8h00
INNOVATION PROJECT 5 Innovation Engineering Project

- Each team will independently organize their work corresponding to an overall schedule. They are expected to develop their project over different rush periods/
- Mission statement: Clearly present the conditions and requirements for the mission. Beforehand, they must isolate project features (mission objectives, scope, timeframe, requirements, confirmation, etc.)
- Marketing Specifications: Identify future client needs, main elements for market positioning. Information related to project timeframe from the demand until market launch. Analysis of competition.
- Creativity: Allowing for innovative solutions and response to current problems. Techincal Protudct Architecture makes up the transition between the creativity phase and the planning phase to go from ideas to solution principals.
- Technical Development: Application of technical knowledge acquired during the program.
- Defense: Oral defense of the project and the applied methodology. Requirement and functional analyses are offered aas well as analyzing the team dynamic over the semester.
- Pitch: Pitching to potential investors (played by fellow ECAM Students) to support their engineering project. Maximum length of 2 minutes.
- Communication: Apply a communication strategy (posters, videos, articles, etc.) to convince potential investors (played by fellow ECAM students) to support their engineering project. Communication may be displayed at the institution.

Lectures : 8h00
Tutorials : 6h00
Lab Work : 4h00
Project : 84h00
APPLIED INTERNSHIPS 3 Applied Engineering Internship

During this applied engineering internship (13 to 16 weeks, starting at the end of year 3), the engineering student joins a company or a university laboratory with the objective of taking on a variety of tasks and assignments that correspond to his/her level of studies.

Traineeship : 455h00
ENERGY TRANSITION 2 6 Industrial Hydraulics

Hydraulic networks (friction and minor losses, altitude rise, pipes in parallel and / or in series), operating principle of rotodynamic pumps (generality, constitution, pump curves, pump coupling, operating point, specific speed, similarity, cavitation, adaptation of the operating point), control valve (types of valves, valve coefficients), transient phenomena in pipes (generalized equations of transient flows, waterhammers, means of protection).

Lectures : 24h00
Tutorials : 6h00
Acoustics

Acoustic waves (linear acoustic equations, propagation equations, acoustic intensity and power, plane and spherical waves), acoustic levels, elementary acoustic sources (monopole and dipole) and extended acoustic sources, cavities and waveguides, tubes, resonators and filters, acoustic metrology (sound levels, acoustic spectra, microphones, laboratory and in-situ measurements, measurements of intensity and acoustic power).

Lectures : 16h00
Tutorials : 4h00
Electricity production and network

The electrical network:
- From the production of electricity to its distribution
- The substation HV/LV
- The design of a substation HV/LV
- The reactive power compensation
The low voltage installation:
- LV connections
- The protection against electrical shocks
- The establishment of grounding systems
- The protection of circuits
- The electrical equipment
- The design of an electrical installation
Power system perturbations
- Identify the failures in a network

Lectures : 6h00
Lab Work : 8h00
Energetic issues

" History of major innovations in the energy field.
- Influence of regulatory contexts on the development of innovations.
- Prospective on future changes in energy consumption.
- Influence of the constraints posed by global warming."

Lectures : 16h00
ADVANCED SOFTWARE & HARDWARE 2 6 API Language and Robotic Systems

"Graphic languages (Ladder, FBD)
- Structured language
- Industrial communications, main protocols
- Robotic arms"

Lectures : 6h00
Lab Work : 16h00
Digital Servo

"Modeling of the sampled signals, the Z transform, recurrence equation
- Servo-controls of the sampled linear systems.
- The digital equivalent of an analog PID corrector
- RST correctors
- Control with internal model (predictive control)
- Analysis of robustness and performance
- Temperature regulation of a unit heater
"

Lectures : 12h00
Tutorials : 6h00
Lab Work : 4h00
Embedded Software

"
• Structure and programming of an IoT in the MBED environment with ARM LPC176 microcontroller
• Example of applications

A student must be able to test and finalize two subjects from the following list:
- Receiver of GPS signals
- Using a Nintendo Nunchuck grip
- ERDF remote information and energy metering
- Reading RFID tags
- Scan of a CAN network and site manipulators
- Processing of an RC5 infrared remote control frame
"

Lectures : 4h00
Lab Work : 16h00
Introduction to Data Science

The course plan is as follows:
- Linear regression and Gradient Descent
- Logistic regression
- Data: learning base vs test base
- Over and under learning
- Meta parameters
- Perceptron
- Neural networks
The course will be enhanced with many exercises.

The second part of the course is carried out in the form of a project whose objective is to implement the concepts seen in the first part. It is about carrying out a machine learning process on a real basis and studying the avenues for improvement.

Lectures : 8h00
Project : 10h00
INDUSTRY OF THE FUTURE 2 (FACTORY 4.0) 6 Industrial Organization 3

"• Application of an ECAM workstation analysis methodology & workstation robotization elements.
• Failure Modes and Criticality Analysis (FMECA) method applied to design & maintenance
• Total Productive Maintenance (TPM) method
• 7 principles of Quality Management. The ISO9001 standard and the “8DO” and QRQC (Quick Respond Quality Control) methods applied to a concrete case.
• Global vision of the industrial company in order to implement and monitor overall performance in teams via Key Indicators (KPI).
"

Lectures : 10h00
Tutorials : 10h00
Maintenance 2

"Introduction & definition of the FMD system: Reliability, Maintainability and Availability of production equipment,
- Study of repairable FMD systems: indicators, characterization methods, reliability laws: study of Exponential & Weibull models,
- Application to the management of spare parts,
- Case study.
"

Tutorials : 8h00
Serious Game 4.0

5 "project teams" each composed of 8 to 10 students, are in competition to design and implement the most efficient production organization for a new product within a PMI of 60 people which designs, manufactures and markets products. High-end smart speakers.

Lectures : 12h00
Project : 38h00
ACADEMIC SEMESTER 30 Pied de interne 3 Pied de interne 4 Pied de interne 5
Extra Semester
TEACHING UNIT ECTS TEACHING UNIT COMPONENT Content TEACHING HOURS
3 English 4 - Extra Semester


2 hour lessons every week.
Consolidation of grammar and expanded vocabulary.
Strategies, techniques and practice papers to prepare for the TOEIC (lower-level groups)
Assigned presentations (individual and in groups) on a variety of themes, including international current affairs and cross-cultural elements
Students animate masterclasses where interactive elements, debates and active participation are encouraged.
Task-based practice of language appropriate for professional and social settings.
Assignments will be related to engineering or corporate related themes.

Tutorials : 26h00
Advanced structural design - extra semester 9 Vibratory Expertise - Extra Semester

The chapters of the course, grouped according to the general objectives, are as follows:

Characterization of the vibrations of a system:
- analytical study: finite element calculation.
- experimental study: means of measurement and software for experimental modal analysis.

Vibration reduction methodology:
- actions on the source of the vibrations,
- actions on the transmission of vibrations,
- actions on the system's own response.

Conditional and provisional maintenance of rotating machinery:
- types of defects in rotating machinery,
- choice and limitations of monitoring indicators and diagnostic tools.

These chapters are complemented by the presentation of frequency analysis tools: Fourier series and digital Fourier transform, used in the experimental characterization of systems and diagnosis of defects in rotating machines.

The theoretical knowledge on the characterization of the vibrations of a system is implemented during three sessions of practical work, relating respectively to the use:
- means of measurement,
- a modal analysis software,
- finite element calculations software.

Lectures : 14h00
Lab Work : 12h00
MASA Project - Extra Semester


Lab Work : 16h00
Damage and Failure - Extra Semester

Failure under static stresses
The brittle and ductile fracture mechanisms are studied for the different families of materials as well as the various influencing parameters. The brittle ductile transition, the toughness, as well as the fracture statistics, complete this part to refine the choices of materials and their dimensioning for the strenght to sudden fracture by crack propagation.
Failure under dynamic stresses
The mechanisms of fatigue failure in materials, and the bases of pre-dimensioning of parts for dynamic stresses are studied.
The course is illustrated with numerous examples and exercises from expertises treated in the laboratory.
Practical work
In the form of mini projects allowing for a global consideration of the design, choice of materials, analytical and numerical calculations and expertise of parts subjected to dynamic or static constraints.

Lectures : 14h00
Lab Work : 24h00
Energy Transition 2 - Extra semester 9 Acoustics - Extra Semester

"Acoustic waves: linear acoustic equations, propagation equations, acoustic intensity and power, plane and spherical waves.
- Acoustic levels.
- Acoustic sources: elementary (monopole and dipole) and extended acoustic sources.
Cavities and waveguides.
- Tubes, resonators and filters.
- Acoustic metrology: sound levels, acoustic spectra, microphones, laboratory and in-situ measurements, measurements of intensity and acoustic power."

Lectures : 16h00
Tutorials : 4h00
Energetic issues

" History of major innovations in the energy field.
- Influence of regulatory contexts on the development of innovations.
- Prospective on future changes in energy consumption.
- Influence of the constraints posed by global warming."

Lectures : 16h00
Industrial Hydraulics - Extra Semester

"Hydraulic networks (regular and singular pressure drops, elevation rise, pipes in parallel and / or in series).
- Operating principle of rotodynamic pumps: generality, constitution, manometric load curves, pump coupling, operating point, specific speed, similarity, cavitation, adaptation of the operating point;
- Transient phenomena in pipes: Generalized equations of transient flows; mass hammers and waves, means of protection.
"

Lectures : 24h00
Tutorials : 6h00
Electricity production and network - Extra Semester

The electrical network:
- From the production of electricity to its distribution
- The substation HV/LV
- The design of a substation HV/LV
- The reactive power compensation
The low voltage installation:
- LV connections
- The protection against electrical shocks
- The establishment of grounding systems
- The protection of circuits
- The electrical equipment
- The design of an electrical installation
Power system perturbations
- Identify the failures in a network

Lectures : 6h00
Lab Work : 8h00
Factory 4.0 - extra semester 9 maintenance 2 - Extra semester

"Introduction & definition of the FMD system: Reliability, Maintainability and Availability of production equipment,
- Study of repairable FMD systems: indicators, characterization methods, reliability laws: study of Exponential & Weibull models,
- Application to the management of spare parts,
- Case study.
"

Tutorials : 8h00
Industrial Organization 3 - extra semester

"• Application of an ECAM workstation analysis methodology & workstation robotization elements.
• Failure Modes and Criticality Analysis (FMECA) method applied to design & maintenance
• Total Productive Maintenance (TPM) method
• 7 principles of Quality Management. The ISO9001 standard and the “8DO” and QRQC (Quick Respond Quality Control) methods applied to a concrete case.
• Global vision of the industrial company in order to implement and monitor overall performance in teams via Key Indicators (KPI).
"

Tutorials : 20h00
serious game 4.0 - Extra Semester

5 "project teams" each composed of 8 to 10 students, are in competition to design and implement the most efficient production organization for a new product within a PMI of 60 people which designs, manufactures and markets products. High-end smart speakers.

Lectures : 12h00
Project : 40h00
Innovation strategy and management - Extra semester 18 Industrial Excellence Systems - Extra Semester

Conception and implementation of industrial excellence
Learning organizations for industrial excellence
Industrial excellence sustainability
Conferences and professional feedback from industry managers

Project : 250h00
Mechanical Design 18 Mechanical Design

Methodology
Conduct of several multidisciplinary projects alone and/or in a team highlighting the skills developed during the ecam training
Educational content
Students must know how to solve problems such as:
- technical project: Creation of a vegetable garden with intelligent programming of watering with recovered water and electricity generated by solar panels + big data (digitalization of the vegetable garden)
- Moodle project: integration of an existing project at ECAM into an educational platform: integration of grade management, groups, multiple choice questions, communications, announcements, scheduling, ... take advantage of the educational advantages of the platform on an already existing project

Project : 250h00
Research & Development Track 18 Research and Development Project - Extra Semester

Conception and implementation of industrial excellence
Learning organizations for industrial excellence
Industrial excellence sustainability
Conferences and professional feedback from industry managers

Project : 250h00
Innovation strategy and management 18 Management of Innovation - Extra Semester

Project : 250h00
ADVANCED SOFTWARE & HARDWARE 2- Extra Semester 9 Robotic Systems - Extra Semester

"Graphic languages (Ladder, FBD)
- Structured language
- Industrial communications, main protocols
- Robotic arms"

Lectures : 6h00
Tutorials : 2h00
Lab Work : 12h00
Numerical servo - Extra Semester

"Modeling of the sampled signals, the Z transform, recurrence equation
- Servo-controls of the sampled linear systems.
- The digital equivalent of an analog PID corrector
- RST correctors
- Control with internal model (predictive control)
- Analysis of robustness and performance
- Temperature regulation of a unit heater
"

Lectures : 10h00
Tutorials : 4h00
Lab Work : 4h00
Data - Extra Semester

The course plan is as follows:
- Linear regression and Gradient Descent
- Logistic regression
- Data: learning base vs test base
- Over and under learning
- Meta parameters
- Perceptron
- Neural networks
The course will be enhanced with many exercises.

The second part of the course is carried out in the form of a project whose objective is to implement the concepts seen in the first part. It is about carrying out a machine learning process on a real basis and studying the avenues for improvement.

Lectures : 16h00
Embedded Softwares - Extra Semester

"
• Structure and programming of an IoT in the MBED environment
• Example of applications

A student must be able to test and finalize two subjects from the following list:
- Receiver of GPS signals
- Using a Nintendo Nunchuck grip
- ERDF remote information and energy metering
- Reading RFID tags
- Scan of a CAN network and site manipulators
- Processing of an RC5 infrared remote control frame
"

Lectures : 2h00
Lab Work : 16h00
Extra Semester Pied de interne 3 Pied de interne 4 Pied de interne 5