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Training

Optimization methods training

Artelys offers its training programs in mathematical optimization, analytics and statistical methods, energy system optimization and computer science for decision support to improve and develop your knowledge. A good understanding of the underlying mathematical methods and the results they can achieve, leads to a better comprehension of these tools. We emphasize techniques and their usage within our optimization tools and use real life financial and industrial applications to illustrate the methods.

Training catalog (french)

Optimization and statistical analysis

 

Combinatorial optimization: from theory to practice with FICO®Xpress

  • Next session : 05/16/2017 - 05/17/2017
  • Paris - 2 days - French/English
 

Among a lot of common topics, logistics, production management, scheduling… lead to combinatorial optimization problems. This training focuses on these problems, from modelling to solving.

Informations

  • Course objectives

    This course aims to introduce the large range of features and technics available in FICO®Xpress suite to model and solve combinatorial optimization problems.

    For more information about this training, please contact us.

  • Target Audience

    Engineers or researchers willing to develop their competences in modelling and solving combinatorial optimization, and their knowledge of the FICO®Xpress suite.

    Speakers

    Consultants among Artelys team of optimization experts. The speakers have a great experience in modelling and solving large industrial combinatorial optimization issues with FICO®Xpress suite. The problems usually solved at Artelys are mostly related to the field of energy, transport and logistics.

     

Program

Day 1

  • Mixed integer linear programming (MILP)

  • Introduction, global overview of the course.
    Reminder on linear programming basis.
    Solving MILP with Branch and Bound.
    Introduction to cuts and Branch and Cut.

 

  • Modelling an industrial case with MILP

  • Introduction of an industrial case. Modelling and solving with FICO®Xpress.
    Comparing an intuitive formulation with one adding cuts.
    Introduction to decomposition methods: illustration of column generation and its advantages on this issue.

 

Day 2

  • Constraint programming

  • Constraint programming modelling: concepts of domains, global constraints, adhoc constraints.
    Tree search. Propagation.
    Introduction to Xpress-Kalis.
    Routing problems: modelling clients and routes. Scheduling problems : modelling tasks and constraints.

 

  • Solving a combinatorial optimization problem

  • • Modelling and solving an industrial problem with MILP, Constraint programming, and a local search method with FICO®Xpress.
    Comparison of the different methods: strength and weaknesses of each one.
    Cooperation, hybridization and integration of different technics with FICO®Xpress.

 

Training catalog (french)

 

Information

Training cost per person is 1250€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Stochastic Optimization and Dynamic Programming

  • Next session : 06/13/2017 - 06/14/2017
  • Paris - 2 days - French/English
 

Managing inventories, and other financial assets require complex decision making that are inter-twined with each other in time. Often the decision maker needs to balance between immediate and future expected earnings or costs. This training program introduces participants on how to use dynamic programming to model these types of decision making problems.

Informations

  • Course objectives

    This course is focused towards modelling Stochastic Optimization problems, and utilizing dynamic programming methods along to solve stochastic optimization problems.

    For more information about this training, please contact us.

  • Target Audience

    This training program is intended for those who want to familiarize themselves with Dynamic programming principles in Stochastic Optimization.

    Speakers

    This training program will be conducted by consultants of Artelys, who has extensive experience in working with Industry and Academia.

     

Program

Day 1

  • Dynamic Programming: Deterministic setting

  • Introduction of the course outline.
    Basics of dynamic programming: states and actions, state transition equation and dynamics, Bellman function, presentation of example problems (shortest path problems, unit commitment problems, inventory management problems).
    The Bellman value and its economic interpretations, the relationship between the Bellman value and dual variables, application: inventory management problem, incorporating dual variables

 

  • Dynamic Programming: stochastic setting

  • From deterministic to stochastic.Modelling stochastic optimization problems. Description of nonanticipativity constraints. Dynamic programming on scenario trees. Application: valuing options.
    Stochastic Dynamic Programming. Definition of the state, and structure of risk. Formulating an example problem. Economic interpretation of the Bellman value. Valuing term contracts using Stochastic Dynamic Programming.

 

Day 2

  • Dynamic Programming: Stochastic setting (continued)

  • Inventory management and Dynamic Programming. Presentation of example models. Formulating models and their effect on the Bellman function.
    Large problems in Dynamic Programming. Limitations of Dynamic Programming in solving large problems
    Decomposition methods. Dual Dynamic Programming. Decomposition by scenarios.
    Solving large dynamic optimization problems. Application: Management of annual electricity production. Modelling the management of interconnected dynamic systems in the domain of energy. Solution through decomposition. Solution through Dual Dynamic Programming.
    Reinforcement learning.
    Sampling and general techniques in Stochastic Dynamic Programming.
    Reinforcement learning and dynamic optimization schemes.

 

  • Debrief

  • •  Summary of key information.
    •  Questions and discussion.

 

Training catalog (french)

 

Information

Training cost per person is 1250€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Nonlinear Optimization: from theory to practice with Artelys Knitro

  • Next session : 10/17/2017 - 10/18/2017
  • Paris - 2 days - French/English
 

Nonlinear optimization arises in various domains such as energy, economy, finance, machine learning, model predictive control, etc.

Informations

  • Course objectives

    Whichever is your application domain, this training will provide you with an introduction to the field of nonlinear optimization and will teach you how to apply nonlinear modeling techniques to industrial applications using Artelys Knitro.

    For more information about this training, please contact us.

  • Target Audience

    Scientists and developers interested in modeling and solving nonlinear programs using Artelys Knitro.

    Speakers

    Professional consultants and software developers from Artelys with years of experience in solving large-scale nonlinear problems using Artelys Knitro.

     

Program

Day 1

  • Nonlinear programming (NLP)

  • Introduction, presentation of the training.
    Problem statement and optimality conditions.
    Newton method for unconstrained optimization. Globalization techniques.
    Interior-point and active-set methods for constrained optimization.

 

  • Solving nonlinear problems with programmatic interfaces

  • Presentation, modeling and solving a nonlinear model with Artelys Knitro in Python.
    Impact of exact versus approximate derivatives. Quasi-Newton method.
    Using Artelys Knitro in R/MATLAB: a nonlinear least square minimization application.

 

Day 2

  • Solving nonlinear problems with modeling interfaces

  • Using Artelys Knitro in AMPL: modeling syntax, automatic differentiation, examples.
    Good practices in nonlinear modeling. Tips and tricks.
    Fine-tuning Artelys Knitro parameters.
    Global optimization using parallel multi-start.

 

  • Solving nonlinear models with special features

  • • Mixed-integer nonlinear programming (MINLP) methods. Practical example.
    • Mathematical Programming with Equilibrium Constraints (MPEC). Application to computational economics and game theory.

 

Training catalog (french)

 

Information

Training cost per person is 1250€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Demand forcasting with R

  • Next session : 12/12/2017 - 12/13/2017
  • Paris - 2 days - French/English
 

Forecasting demand is a major stake for operations planning (production, inventories and teams) and for the long-term sizing of installations in the sector of goods and services sales. This training allows to take in hand the software R and presents the advantages of its use within the framework of demand forecasting activities. 

Informations

  • Course objectives

    Develop new skills in R, from taking in hand to the deployment of forecasting modules. Acquiring a proven data analysis and forecasting models development methodology. Raising awareness on statistical forecasting techniques: knowing the range of main models, their advantages, disadvantages as well as their relation to the business expertise.

    For more information about this training, please contact us.

  • Target Audience

    This training is directed at people working with data (e.g. business analyst) who wish to develop new skills on a tool that will allow them to perform advanced analyses.

    Speakers

    The presenters are Artelys consultants specialized in topics related to demand management and have a strong expertise of the R software.

     

Program

Day 1

  • Taking the software R in hand

  • Main characteristics and advantages.
    Description of the syntax and the most useful keywords.
    Good practices in R programming.
    Software installation and the working environment.

 

  • Understanding the data and the issue

  • Taking the data in hand by visualizing data series.
    From raw data to exploitable data (data pre-treatment techniques).
    Identifying structuring characteristics of the data (numerical indicators, graphs, seasonality, explanatory factors).
    Defining the issue, the stakes and the quality criteria of the forecasts.

 

Day 2

  • Constructing a relevant demand model

  • Which model to consider in relation with the data characteristics? Presentation of a number of classical models: autoregressive models ((S)AR(I)MA(X)), linear models.
    Implementing different models with R.
    How to choose a good model: analysis of the forecast results’ quality (adjustment performance, generalization).

 

  • To go further

  • • Other types of conceivable models (frequency models).
    • How to produce relevant graphs (ggplot package).
    • Perpetuating your work in R.

 

Training catalog (french)

 

Information

Training cost per person is 1250€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Risk Management and Energy Systems

  • Next session : 03/21/2017 - 03/22/2017
  • Paris - 2 days - French/English
 

This training course introduces to the subjects of forecasting and risks specific to the energy sector and the most suitable method to cover them.

The course introduces the general concepts characterizing risk management and aims to identify the problems that are specific to energy systems, which the attendants are confronted to. It also details the different aspects of rigorous stochastic modeling and methodological approach that ease the risk assessment and reduction in an uncertain environment. Finally, this course presents the practical implementation of the methods that were depicted, using examples based on spreadsheets or on the Artelys Crystal platform.

Informations

  • Course objectives

    Being able to identify the relevant hazards, quantify the risk incurred and identify levers for possible action. Knowing the quantitative methods for risk management in energy systems.

    For more information about this training, please contact us.

  • Target Audience

    Engineers and economists that wish to become familiar with topics relative to risks in the energy sector.

    Speakers

    Artelys consultants: experts in applied statistics and/or datamining, with experience in risk management and decision taking in an uncertain market.

     

Program

 
  • Risk issues and analysis methodology

  • Introduction, course overview.
    The issue of energy portfolio management facing uncertainties.
    A methodology to quantify risk and identify suitable instruments.

 

  • Structuring and modeling uncertainties

  • Identifying and structuration uncertainties.
    Modeling uncertainties (structure, underlying factors, dependencies and model types).
    Application on the case presented in introduction.
    Examples of energy models: short term contract price, thermo-sensible demand.

 

  • Valorization methods of financial methods instruments financiers and physical assets

  • Valorization of financial/contract assets. Optional and forward financial instruments. Principal for evaluation of derivative products. Specificities of energy markets: organized markets instruments and OTC (Over the Counter) specific contracts. Example on valorization of Take Or Pay contract.
    Valorization of physical assets. Examples on valorization of stocks or production groups.

 

  • Risk measurements and calculation methods

  • Objectives and properties of risk measurements. Value-at-Risk, CVaR, Stress-testing.
    Calculation methods for risk criteria (Analytical calculations, limits calculations, Monte-Carlo simulation, volatility calculations and probability of default).
    Analysis and validation of the global process. Risk models and model risks. Backtesting. Application on the case presented in introductionProgramme.

 

Training catalog (french)

 

Information

Training cost per person is 1750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 750 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Optimization and energy systems

 

Capacity mechanisms in Europe

  • Next session : 03/28/2017
  • Paris - 1 day - French/English
 

Among regulatory changes that will shortly impact french energy system compensation, capacity mechanism, issued by the NOME legislation, enters into force in 2017. This mechanism aims to bring a complementary remuneration to the assets that enable to pass extreme peak periods, in order to avoid the risk of loss of load in the French power system permanently. The choice of adapting the design of power markets to face these extreme events is not only a French concern, and similar actions have been taken in Europe or are currently being studied.

Informations

  • Course objectives

    The course will enable the participants to better evaluate the impact of capacity mechanisms on how much the actors of the energy market will be able to benefit from their assets.

    For more information about this training, please contact us.

  • Target Audience

    For everyone that has an interest in the challenges of capacity market in Europe.

    Speakers

    Artelys consultants, specialists of energy system modeling, that have been studying market structures in particular Of Counsel Lawyer from the law firm specialized in corporate law FIDAL (Paris) and Senior Lecturer in public law, Guillaume Dezobry, who dedicates most of his activity to the energy sector, will participate on the legal and contractual aspects.

     

Program

 
  • Why a capacity mechanism ?

  • Why implementing capacity mechanisms?
    What is the need of capacity, in France, and abroad?

 

  • Structure of the French capacity market

  • Certification principle. Tradable certificates market.
    Calculation method for the capacity certification.

 

  • Legal and contractual framework of the French mechanism

  • Legal and regulatory dispositions.
    Litigations report and compatibility of French mechanism as a matter of European law.
    Individual points: loss of load, guaranteed capacity and ARENH, Feed-in-Tariffs contracts, Feed-in-Premium contracts.
    Contracts induced by the implementation of the mechanism.
    Trade of guaranteed capacity and working points.

 

  • Practical case

  • Quantitative study on an example considering a battery or a combustion turbine.
    Relation between technical characteristics of the equipment and its market value.
    Structure of the equipment value in an economic environment including capacity market.

 

  • Capacity market in Europe

  • Other types of mechanisms (EOM 2.0, strategic reserves, increase of the usage of derivative products).
    European harmonisation.

 

  • Capacity mechanism and European law

  • Relevant legal framework : Treaty (art. 194 TFUE), Energy Directive, SoS Directive.
    General guidelines of “Energy and Environment” state support.
    Sectorial and detailed investigation on the French mechanism: lessons and adjustments.
    Impact assessment and Winter package.
    Focus on legal problem related to the consideration of interconnections and abroad capacities.

 

Training catalog (french)

 

Information

Training cost per person is 1000€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Energy systems optimization

  • Next session : 10/03/2017 - 10/04/2017
  • Paris - 2 days - French/English
 

The European electricity sector went through substantial changes since its liberalisation in the early 2000s and the unbundling of generation, transmission and distribution. Formerly reserved to companies positioned by the state monopoly, electricity production is henceforth managed by numerous actors that compete on different markets with varying time horizons (ranging from short term supply-demand balancing to long-term commodity contracts). Therefore, energy system optimisation requires a profound understanding of the economic structure and functioning of the power sector as well as a robust assessment and safe handling of the potential risks originally borne by the state.

This course deals with the different optimisation problems occurring to power asset managers at the different time horizons, considering the potential uncertainties they are subject to and the structure of markets on which they can take action.

Informations

  • Course objectives

    Obtain an overall vision of the planning challenges faced by power asset managers at the different time horizons, and learn about the mathematical techniques to tackle them.

    For more information about this training, please contact us.

  • Target Audience

    Persons working in the energy sector: beginners or experts that strive for a global vision of the challenges arising in the field of power system planning.

    Speakers

    Consultants from Artelys who are experienced in solving optimisation problems in the energy sector.

     

Program

Day 1

  • Optimization at the heart of the functioning of power systems

  • Introduction into energy system analysis.
    The optimal power generation mix.
    Costs and prices: the economics of power markets.
    Optimisation as the centrepiece of the decision-making process.

 

  • Short-term planning (intra-day and day-ahead)

  • Pratice: The unit commitment problem.
    Introduction into mathematical optimisation methods.
    Practice: Optimal operation of a battery.
    Intra-day planning

 

Day 2

  • Mid-term analyses (year-ahead)

  • Challenges related to uncertainties and hazardous events.
    Introduction into methods to take into account uncertainties.
    Practice: Forecast and representation of uncertainties: demand, prices, renewable power generation.
    Risk management.
    Practice: Valuing a production portfolio on the futures market.
    Interaction with the short-term planning.

 

  • Strategic studies (typically 15 years ahead)

  • • Joint dimensioning of a power production and transmission system.
    • Practice: Investment assessment for a solar farm.
    • Anticipation of strategic evolutions.
    • Impact assessment of energy policies.
    • Realization of prospective and exploratory studies.

 

Training catalog (french)

 

Information

Training cost per person is 1750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Energy Transition in France and Europe

  • Next session : 06/20/2017
  • Paris - 1 day - French/English
 

To be prepared for the new challenges arising from climate change, limited fossil resources and rising energy demand, France and Europe as a whole have decided to launch the Energy Transition. For this purpose, national and European objectives were adopted in terms of energy consumption and production.

The course will outline the major drivers leading to the Energy Transition and the agreed objectives. It elaborates on the levers that enable the transition to materialize at least cost while ensuring security of energy supply.

Informations

  • Course objectives

    Understand in the current and future context: the major challenges of the energy transition (reasons, consequences and constraints) and the levers of action to succeed.

    For more information about this training, please contact us.

  • Target Audience

    Representatives from ministries and strategic departments of energy companies (utilities, technology providers).

    Speakers

    Consultants from Artelys that are experts in the field of prospective European energy strategies and analysts experienced in the domain of techno-economic assessments.

     

Program

 
  • Grasp the challenges of the energy transition

  • Why striving for an energy transition? o Evolution of GHG emissions. Evolution of primary energy demand. Price evolution of primary energy carriers.
    What are the European objectives of the energy transition? International context and focus on French case. Presentation of major energy scenarios. Decarbonisation objectives for 2050.

 

  • Identify the levers of the energy transition

  • The interactions across the various energy networks. Electrification of end-uses. Energy efficiency. Self-consumption. Effort sharing among different sectors.
    How to ensure compliance with long-term objectives at moderate costs without affecting security of supply? Security of supply in the context of the Energy Transition. Cost-optimal investment management.
    To move further on: local opportunities, smart grids and security of supply and challenges of European coordination.

 

Training catalog (french)

 

Informations pratiques

Training cost per person is 1000€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Energy transition and smart electric infrastructures

  • Next session : 06/21/2017
  • Paris - 1 day - French/English
 

The energy transition, a major subject in the years to come, impacts all energy systems, and in particular the power system on which the consequences are numerous and complex. Decarbonization, the deployment of RES and new modes of consumption lead to unprecedented issues and constraints that apply to all levels (generation, network and demand) and to all of the stages (generation, transmission, distribution) of the power supply chain. New opportunities arise as well, in relation with the crucial questions of coordination and remuneration.

Informations

  • Course objectives

    Identifying the constraints and the opportunities relative to the transition of the power system. Understanding the stakes associated to the issues of coordination and remuneration.

    For more information about this training, please contact us.

  • Target Audience

    Ministry of Energy, strategy departments (power generation companies, equipment manufacturers).

    Speakers

    Artelys consultants specialized in future European energy strategy development, analysts with expertise in technical-economic studies in the domain of energy.

     

Program

 
  • Understanding the constraints incurred on the power system by the energy transition

  • Security of supply stakes. Intermittency and flexibility. Uncertainties and adjustments. Impact on network management.
    Smart grids: opportunities and new constraints. Intelligent control, storage and load management: local stakes and supply-demand equilibrium. Decarbonization and electrification. Sizing of the distribution networks.

 

  • Understanding the keys to optimize the transition of the power system

  • Coordination at different stages. Local opportunities. Generation decentralization and distribution. Mutualizing potential. Intermittency propagation. Security of supply.
    Economic opportunities. Technology costs evolution. Market prices evolution. Support schemes for RES.

 

Training catalog (french)

 

Information

Training cost per person is 1000€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Opportunities linked to the end of Feed-in Tariffs for renewable energies

  • Next session : to come
  • Paris - 1 day - French/English
 

In its Winter Package 2016, the European Commission publishes a certain number of constraining measures aiming to transition from a system where generation from renewable energy source is fully subsidized to a system where generation from these sources is sold on the electricity market with a premium. This new mechanism implies also that RES producers will have to participate to the balancing mechanisms in order to compensate for the gap between energy sold on day-ahead markets and energy generated.

Informations

  • Course objectives

    This training allows to understand this unprecedented regulatory framework and to analyze the risks and the levers of optimization for renewable energy producers.

    For more information about this training, please contact us.

  • Target Audience

    Producers, investment banks, aggregators.

    Speakers

    Artelys consultants with expertise in renewable energy financing mechanisms, analysts specialized in techno-economic studies in the domain of energy.

     

Program

 
  • Regulatory description

  • Deciphering the Winter Package of the European Commission.
    The difference between the short- and mid-term in France.
    Remuneration supplement. Participation in network balancing. Role of new actors (aggregators, last resort buyers).

 

  • New opportunities created by the regulation

  • Optimization levers of renewable energy projects. Design of the production system (orientation of photovoltaic panels, with or without a tracker, size and diameter of wind power plants…). Addition of storage. Network sizing and threshold removal.
    Valuation strategy on different markets. Spot markets (day-ahead and intraday). System services and balancing mechanisms.
    To go further. Virtual Power Plant and a portfolio of flexibilities to optimize participation in the markets.

 

Detailed program(pdf)

 

Informations pratiques

Training cost per person is 1000€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Computer science for decision support

 

Programming in Python: coding basics and running algorithms

  • Next session : 06/07/2017
  • Paris - 1 day - French
 

Programming in Python introduces participants on the effective coding in Python, with a focus on mastering the syntax and functionalities that are specific to Python. 

Informations

  • Course objectives

    The focus of this training program is to introduce participants to the Python language and its advanced features.

    For more information about this training, please contact us.

  • Target Audience

    For those who are keen to learn the basics of programming in Python and discover the unique features of the language.

    Speakers

    Training program is conducted by the engineers of Artelys, who have experience in the development of software in the Python environment.

     

Program

 
  • Introduction to Python

  • Introduction, presentation of the training.
    General presentation of the Python language: what can you do with Python?
    Installation of the Python development environment.

 

  • Specifics of Python

  • Python data structures: lists, tuples, dictionaries, and sets.
    Generating and iterating through lists (itertools, iterator objects, list comprehension).
    Good practices in Python (using exceptions, verifying object types).
    The Python ecosystem (pip, virtualenv, IDEs).

 

  • Organizations and improving the code:

  • Development norms in Python (docstring, linters, pep8, and duck typing).
    Code modularity and reusability: import files, modules, object creation, class methods and “self”, inheritance and polymorphism, algorithms and complexity (What is complexity, cyclomatic complexity).

 

Training catalog (french)

 

Information

Training cost per person is 750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Programming with Python: tools for statistical analysis and decision support

  • Next session : 06/08/2017
  • Paris - 1 day - French
 

Data Science is an emerging discipline from the convergence between mathematics, statistics and computer science, for making the best use of data information.  

Informations

  • Course objectives

    Python provides all the Data Scientist tools for scientific programming.

    For more information about this training, please contact us.

  • Target Audience

    This training addressed the analysts, statisticians, developers and data-scientists.

    Speakers

    Artelys data science experts who work regularly on internal or client oriented IT projects.

     

Program

 
  • Introduction to scientific programming

  • Course outline and introduction.
    Scientific programming vocabulary and statistical analysis.
    Basic machine learning algorithms (supervised and unsupervised analysis, classification and regression).

 

  • Development environment and distribution

  • IDE : IDLE, Spyder, Pydev, Pycharm, Jupyter.
    Distribution : Anaconda.
    Anaconda Installation and basic libraries used during the training.

 

  • Descriptive statistics and data structures

  • Data management with pandas: import,dataframes, slicing, mapping.
    Reading, Lecture, file format, date management.
    Practice : Collecting web site datas and analysis.

 

  • Data visualization and presentation

  • Visualization: Matplotlib.
    Presentation and reproductibility : Jupyter notebook.

 

Detailed program(pdf)

 

Information

Training cost per person is 750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Software design and development for companies

  • Next session : 10/10/2017 - 10/11/2017
  • Paris - 2 days - French
 

Principle of good software design and development are only taught to junior software developers in Engineering Schools, usually at odds to the industry.  

Informations

  • Course objectives

    This course is designed for young software developers to gain practical development experience in an industrial environment, in both design and implementation of the code.

    For more information about this training, please contact us.

  • Target Audience

    Junior software developers (recent graduates from Engineering Schools and Universities) who wish to or are already working on complex IT projects.

    Speakers

    This training program will be conducted by Engineers of Artelys who are experts in Enterprise software design and development.

     

Program

Day 1

  • Software Concepts

  • Factors in good quality software.
    Maintenance and maintainability of code.
    The Test-Driven Development method.

 

  • Design patterns

  • Introduction presentation.
    Studying in detail 4 or 5 design patterns from the Gang of Four.
    Studying use cases of design patterns. The anti-patterns.
    Application exercise.

 

  • Choice of structures and data

  • Introduction to complexity.
    Structures of collection of data.
    Structures associated with data.
    Application exercise.

 

Day 2

  • Practice: software concepts

  • Presentation of a simple problem.
    Creation of test cases.
    Implementation of different solutions using the different design patterns covered in the course.
    Comparison of the results.
    Discussion of the choice of structures of data.

 

  • Introduction to development tools

  • • Version management (i.e. Git), management and review of the code (i.e. Gerrit), and management of the quality of the code (i.e. Sonar Cube).
    Integration platforms (i.e. Jenkins).
    Software integrators (i.e. Maven).
    Project Management (i.e. Redmine).
    Lessons in using IDEs (Integrated Development Environments).
    Additional tools (Meld, Unix, Grep, etc.).

 

Training catalog (french)

 

Information

Training cost per person is 1250€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Architecture, software conception and integration of a decision-making tool

  • Next session : 11/28/2017
  • Paris - 1 day - French
 

The structuring technical decisions linked to the architecture and integration of a software have a strong impact on the costs, the quality and the performances of a software solution. Although we have overall concepts, an architecture has to be technically and functionally specific. Quantitative decision support modules has special characteristics, because of the RAM and CPU power required and the use of large and complex databases.  

Informations

  • Course objectives

    The aim of the training is to understand the techniques and technologies specific to the definition of the architecture on which such solutions will be based.

    For more information about this training, please contact us.

  • Target Audience

    Architects, project managers or technical experts wishing to learn about the specificities of the solutions based on calculation functions (statistical optimization, modeling, calibration). Engineers in decision-making support, wishing to siden their skills in computing and in software integration.

    Speakers

    Artelys Engineers specialists of the implementation of operational solutions of quantitative decision-making support.

     

Program

 
  • Design a decision support integrated solution

  • Introduction to the specific context of software design and architecture: fondamentals and stakes.
    Technological choices.
    Notions in « Loose coupling and strong cohesion ».

 

  • Software architecture and technologies

  • Architecture (client-server, SOA, …), SaaS solutions, computation sharing.
    Data exchange rules and dedicated tools.
    Solutions technical basics, application containers, and data hosting.
    Interface a calculation algorithm in synchronous, asynchronous and hybrid mode.
    Realize a degraded mode.

 

  • Project Management

  • V-model, agile solutions, spiral steps or iterative developments.
    Standard solutions, architecture examples and critical analyses.

 

Detailed program(pdf)

 

Information

Training cost per person is 750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Introduction to Big Data tools and technologies

  • Next session : 05/30/2017
  • Paris - 1 day - French
 

Big Data is one of the lastest breakthrough, in the heart of stakes for numerous companies. However, far from the buzzword, it is hard to clearly understand what is really Big Data and its technological potential concerning its implementation and applications.

Informations

  • Course objectives

    The training objectives are to understand the stakes and implications of Big Data, to learn more about the potential applications and to define the techniques and functions of Big Data and its integration into an existing system. There will be practice on specific examples.

    For more information about this training, please contact us.

  • Target Audience

    This training is made for data analysts and business analysts, who are able to conduct analyses on a large data set or who may use these analyses conclusions in a decision context and who are seeking for solutions to the difficulties linked to large data scale management.

    Speakers

    By Artelys senior developers and technical and statistical experts in Big Data.

     

Program

 
  • Introduction

  • What is Big Data ? Understand the stakes and nowadays context.
    Big Data history.
    Application examples.

 

  • Big Data architectures

  • Big Data architectures and choice stakes.
    Architecture and Hadoop platform components description. Presentation of various distributed architectures types.
    Presentation of the most used distributions and complementary tools (Hortonworks, Cloudera, Aster, etc.).
    How to integrate to an existing information system ?

 

  • Big Data workflow

  • Collect and import data to HDFS.
    Host and organize data (HDFS, NoSQL et SQL).
    Analyse the data (Map Reduce, Apache Spark, PIG etc.).
    Valorize the data.

 

  • Practice

  • Practice on a specific case study.

 

Detailed program(pdf)

 

Information

Training cost per person is 750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

High Performance programming with MPI

  • Next session : 12/06/2017
  • Paris - 1 day - French
 

Complex physical systems simulation and large scale problems solving need calculation powers far superior to those available on a simple laptop. Moreover, with Big Data emerging, computational performance requirement is more and more important HPC is now an inescapable tool for industry and research. A large part of the training is dedicated to implement it on a cluster.

Informations

  • Course objectives

    The training objectives are to present the fundamental principles and good practices of HPC calculation on distributed architectures, to master the use of MPI library and practice it on some industrial and scientific well-known examples.

    For more information about this training, please contact us.

  • Target Audience

    This training if made for engineers and researchers, using HPC or wishing to use it soon.

    Speakers

    This training is delivered by optimization engineers experts in the use of HPC.

     

Program

 
  • Introduction to HPC and MPI

  • What is parallelization ? Stakes of parallelization.
    Principles of distributed calculation: Reliable Distributed Computing.
    Presentation of different distributed architectures.
    Message exchange concept. Programming interfaces.
    MPI parallel calculation (Message Passing Interface). Process number, process identification. Point to point communication. Collective communications. Communicators. Topologies. Libraries and interfaces.
    Distributed architecture management systems: scheduling and load balancing with SGE.

 

  • Practice

  • MPI MPI interface with Python : MPI4Py.
    MPI parallel simulations.
    MPI optimization algorithms implementation.
    Big Data openning-up.

 

Detailed program(pdf)

 

Information

Training cost per person is 750€ excluding taxes. Supports, meals, coffees and documentation are supplied.

You wish to join this training? Please complete the form on the left side.

These trainings are eligible within the framework of the french trainings counts for employees.

Artelys is a training institution approved by the Ministry of Education (n°11754066975).

Location for the training

 

 

 

Artelys FRANCE
81 rue Saint Lazare
75009 Paris - France
+33 (0)1 44 77 89 00

 

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Informations pratiques

Le coût de la formation est de 1 250 € HT. Il comprend les supports, les repas, les cafés et la documentation. Des ordinateurs sont mis à disposition.

Vous souhaitez vous incrire à cette formation ? Remplissez le formulaire ci-dessous.

Ces formations sont éligibles dans le cadre des formations pour salariés (CFP).

Artelys est un organisme de formation agréé par le Ministère de l'Éducation : organisme formateur n°11754066975.

Lieu de la formation :

Artelys FRANCE
81 rue Saint Lazare, 75009 Paris - France
+33 (0)1 44 77 89 00

Métro Saint Lazare(lignes 3, 12, 13, 14) ou Trinité d'Estienne D'Orves (ligne 12)

Customized training

Artelys also offers customized on-site training courses. These programs are tailored to the objectives, needs and preliminary knowledge of the participants. Such courses are dedicated to:
• Optimization, analytics and statistical methods and their use in our participants’ specific industries.

• Energy system optimization.

• Computer science for decision support.

Our instructors are all consultants and experts from academia and industry.

 

Inscription

Required (*)

For further information on our training progam, please contact us.