Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
EPNES: Intelligent Power Routers for Distributed Coordination in Electric Energy Processing Networks: Report 1 Agustín Irizarry Manuel Rodríguez José Cedeño Bienvenido Vélez Miguel Vélez-Reyez Efraín O’Neill Carlos Torres Idalides Vergara Juan Jimenez Marianela Santiago Project Goal: Electrical Energy Networks Featuring Intelligent Power Routers (IPRs) Producers P1 … P2 … P3 Pn System Reconfiguration with Minimal Human Intervention R2 … Routers R1 Rk R3 R4 … C1 September 25, 2003 C2 Consumers EPNES: Intelligent Power Routers C2 Cm 2 State-of-Art Power Delivery Producers P1 P2 P3 Pn Consumers C1 C2 C3 C4 Power systems with centralized control September 25, 2003 EPNES: Intelligent Power Routers 3 Re-routing in Response to Failures Producers P1 P2 P3 Pn System MTTR Limited by Operator Response Time x x Consumers C1 September 25, 2003 C2 C3 EPNES: Intelligent Power Routers C4 4 Re-routing in Response to Major Disturbances Producers P1 P2 P3 Pn Slow Operator Response May Cause Cascading Failures Consumers C1 September 25, 2003 C2 C3 EPNES: Intelligent Power Routers C4 5 Re-routing in Response to Major Disturbances Producers P1 P2 P3 Pn IPRS Respond Promptly to Avoid Further Deterioration Consumers C1 September 25, 2003 C2 C3 EPNES: Intelligent Power Routers C4 6 Our approach • Decentralized control in response to major disturbances • Intelligent Power Routers (IPR): – – – – modular building blocks strategically distributed over entire network embedded intelligence information exchange allows neighboring IPRs to coordinate network reconfiguration – improve network survivability, security, reliability, and re-configurability September 25, 2003 EPNES: Intelligent Power Routers 7 Distributed Routing Routers Data Consumer S1 C1 Data Servers R1 R2 C3 Internet R3 S2 R4 C2 Multiple redundant paths to move data between computers September 25, 2003 EPNES: Intelligent Power Routers 8 Distributed Routing: Tradeoffs • Advantages – Highly reliable • Multiple redundant paths to deliver the data – Highly scalable • Grow network by adding more routers incrementally – Improved Performance • Distributed and Parallel processing for data movement • Disadvantages – Complex Control: Requires intelligence! • Continuously run routing algorithms to find possible routes – Complex Implementation • Hardware and software not trivial to implement September 25, 2003 EPNES: Intelligent Power Routers 9 Recovering from Failures • Each router continuously monitors the network • When a broken link is detected by a router: – Its routing table is updated to reflect unavailable link – Update notice is propagated to near neighbors – Neighboring routers react accordingly • Update their tables • Propagate their updates to their own neighbors • Idea is to find new paths to move the data – Avoid routes that use broken link September 25, 2003 EPNES: Intelligent Power Routers 10 Distributed routing for power delivery systems ? • We believe possible to use the concept of distributed control and coordination to obtain: – Greater reliability – Scalability – Improved survivability September 25, 2003 EPNES: Intelligent Power Routers 11 How are power delivery systems different from computer networks? – Energy (not data) is transmitted – Must match generation to demand at all times – No buffers – Its a bit hard to get rid of excess energy We must deal with the laws of Physics! September 25, 2003 EPNES: Intelligent Power Routers 12 Project Organization Distributed Control Models IPR Architecture Economics Education Restoration Models September 25, 2003 IPR PROTOCOLS EPNES: Intelligent Power Routers 13 Potential architecture of the Intelligent Power Router Power System Energy Flow Control Devices Sensor Input Switching Commands Interfacing Circuits ICCU Intelligent Power Router September 25, 2003 EPNES: Intelligent Power Routers 14 IPRs Design • Basic Functionality of IPR Take the role of controlling the routing of power over the lines. September 25, 2003 EPNES: Intelligent Power Routers 15 Simulation Tool • Understand how to model physical components for power system • Creating self-defined models September 25, 2003 EPNES: Intelligent Power Routers 16 Simulating the IPR • Simulating basic functionality of IPR – Load Priority – Line Priority September 25, 2003 EPNES: Intelligent Power Routers 17 Power System Restoration Overview: Improvement of security and reliability of the electric power system operation. Researchers: Juan J. Jiménez, Graduate Student UPRM José R. Cedeño, Assistant Professor UPRM Research: Formulate the Power System Restoration (PSR) problem and solve it with an Evolutionary Computation technique. Approach: Use particle swarm optimization for solving the PSR problem. Formulate the PSR problem as a multi-stage, combinatorial, nonlinear, constrained optimization problem with binary and continuous variables. September 25, 2003 EPNES: Intelligent Power Routers 18 Power System Restoration Problem formulation in terms of penalty functions: Nn Nk NL Nj Nj 2 2 2 2 f i min AL S L M L X L AST S APG Pj AQG j Q j AVn Vn APFk PFk2 j n 1 k 1 L 1 j 1 j 1 st,: PGTotal PDTotal 0 QGTotal QDTotal 0 where, NL L 1 S = X L X k X j i Nk Nj k 1 j 1 The objective of the formulation is to minimize the unserved load while satisfying the operating constraints of the system. Also, at each stage of the restoration process only one switching operation is allowed. Pj = PG j PGlimj Q j = QG j QGlimj Vn = Vn V lim PFk = PFk PFklim September 25, 2003 EPNES: Intelligent Power Routers 19 Power System Restoration Particle swarm optimization (PSO) Approach: • • • • PSO is one of the Evolutionary Computation techniques. PSO was originally developed in 1995 by a social-psychologist (James Kennedy) and an electrical engineer (Russell Eberhart). PSO emerged from earlier experiments with algorithms that modeled the "flocking behavior" seen in many species of birds. PSO consists of a number of particles (possible solutions) moving around in the search space looking for the best solution. PSO Model: vik 1 vik c1 rand ()1 pbest i sik c2 rand () 2 gbesti sik sik 1 sik vik 1 Continuous variables IF rand () i S vi k 1 i THEN s ELSE k 1 i s = 1, vik Binary variables v k 1 i sik 1 vgbest v pbest =0 sik September 25, 2003 EPNES: Intelligent Power Routers 20 Power System Restoration Total load served increase through the stages. In each stage all the control and stage variables were within their limits and the power balance equations were met. The restoration path was established and all loads were served. Test System and Results: September 25, 2003 Stage Restoration Path Generation Units and Transformers 0 1 2 3 4 5 6 7 8 9 10 11 G1 & G2 & G3 & T1-4 T2-7 T3-9 X X X X X X X X X X X X X X X X X X X X Transmission Lines L4-5 L4-6 X X X X X X X X X X X X X X X X X X X X EPNES: Intelligent Power Routers L5-7 X X X X X X X L6-9 X L7-8 X X X X X Loads L8-9 X X X L5 L6 L8 X X X X X X X X X X X X X X X X X X X X X X 21 De-Centralized Communication & Control Protocols • Objectives – De-centralized System Restoration Algorithm – Maximize number of high-priority loads restored • Approach – Model as Network of IPRs (Graph Model) – Design Communication Protocols and Routing messages algorithms – Design Objective Function MAX kR Lk * yk *( Prk ), max Prk • • • • Prk : Priority of load k , range [1,N], N is the lowest priority Lk : each of the loads in the system (power required/load) Yk : Variable decision ( yk = 1 : Restored, yk = 0 : no restored) R: set of de-energized loads September 25, 2003 EPNES: Intelligent Power Routers 22 Restoration in Electrical Energy Network Featuring Intelligent Power Routers (IPRs) System Restoration going Process down Normal State Src 1 Link 1 Bus 1 PR 1 Link 4 Table 1. Priority and Realibility Src 2 Link 2 Src 3 Link 3 Bus 2 PR 2 Link 5 PR Link Priority Reliability Pr1 1 - 1 4 1 - 2 - 1 3 - 2 5 2 - 6 1 - 4 - 1 5 - 2 7 1 - 6 - 1 8 1 - Pr2 Link 6 Pr3 Bus 3 PR 3 Link 7 Snk 1 — Normal State Message — Request Power September 25, 2003 Bus 4 PR 4 Link 8 Pr4 Snk 2 — Deny Request — Request Status — Response Status — Affirmative Response EPNES: Intelligent Power Routers 23 Global considerations • Graphs approach – Tree approach • IPR Classification – Sink IPR, PR, Source IPR • Link Organization – Reliability , Priority September 25, 2003 EPNES: Intelligent Power Routers 24 Risk Assessment • What do we want to do? – Measure the change in reliability of the system when is operated with and without IPRs. • How to measure it? – Adequacy – Security • Well-Being indices • Risk Framework • What influences reliability ? – Effect on system’s reliability of adding IPRs September 25, 2003 EPNES: Intelligent Power Routers 25 Well Being indices • What are they? • How do they capture changes in the network? September 25, 2003 Example: two 3 MW units, one 5 MW unit, 2% FOR each Capacity Out (MW) Probability 0 .98×.98×.98 .941192 3 .02×.98×.98 + .98×.02×.98 .038416 5 .98×.98×.02 .019208 6 .02×.02×.98 .000392 8 .02×.98×.02 + .98×.02×.02 .000784 11 .02×.02×.02 .000008 EPNES: Intelligent Power Routers 26 Failure mechanism • We need the IPR failure probability – No data available on IPR’s failure modes or probability (They have not being built yet !) – Data Routers info may be useful to make an approximation. Data Router Comp Hardware Intelligence Switch Power Hardware • How does it fail? –Software –Router –Switch September 25, 2003 EPNES: Intelligent Power Routers 27 Validation TestBed: DC Zonal Electric Distribution System By: Lida Jáuregui-Rivera, Ph.D. Student Advisor: Dr. Miguel Vélez-Reyes September 25, 2003 EPNES: Intelligent Power Routers 28 DCZEDS: Simplified Model September 25, 2003 EPNES: Intelligent Power Routers 29 Starboard and Port Power Supplies 3-phase input Voltage : 480-560 V line-line rms Power Supply Voltages and Currents Regulates an output of 500 V dc for loads up to 15KW Starboard - Power Supply - Voltage 500 0 -500 0 100 0.1 0.2 0.3 0.4 Starboard - Power Supply - Current 0.5 0.6 0 0.1 0.2 0.3 0.4 Port - Power Supply - Voltage 0.5 0.6 0 0.1 0.2 0.3 0.4 Port - Power Supply - Current 0.5 0.6 0 -100 600 500 400 200 0 100 0 -100 September 25, 2003 0 EPNES: Intelligent Power0.1 Routers0.2 0.3 Time/sec 0.4 0.5 30 0.6 Zone 1 Subsystem Components of Zone1 Two Ship Service Converter (SSCM). Modules A diode or’ing network One Ship Service Inverter Module (SSIM) with a Load Bank The inputs to this subsystem block include on/off signals for the two SSCM’s and the SSIM Voltage reference SSCM’s. setting for the The voltage reference setting controls the output voltage of the SSCM. September 25, 2003 EPNES: Intelligent Power Routers 31 Zone1 Ship Service Converter Module The converter accepts 500 V dc and regulates Voltages and Currents Waveforms the output voltage to 400 dc for loads up to 20 A. SSCM-stbd Vout 400 200 0 0 0.1 0.2 0.3 SSCM-port Vout 0.4 0.5 0.6 0 0.1 0.2 0.3 SSCM-stbd Iout 0.4 0.5 0.6 0 0.1 0.2 0.4 0.5 0.6 0.4 0.5 400 200 0 60 40 20 0 60 0.3 SSCM-port Iout 40 20 Block Diagram of the SSCM September 25,Control 2003 0 0 Power0.1Routers 0.2 EPNES: Intelligent 0.3 Time/sec 32 0.6 Zone1 Ship Services Inverter Module Accepts 380 – 440 V dc and Provides a 3-phase AC voltage (380 – 440 V) Voltages and Currents Waveforms of the Three Phase Load Load bank Voltage 600 400 200 0 -200 -400 0.2 0.25 0.3 0.35 0.4 0.45 0.5 0.4 0.45 0.5 Load Bank Current SSIM Control Diagram 40 20 0 -20 -40 0.2 September 25, 2003 0.25 EPNES: Intelligent Power Routers 0.3 0.35 Time/sec 33 Zone 2 Two Ship Service Converter Modules Subsystem (SSCM) A diode or’ing network Voltages and Currents Waveforms Zone2 SSCM-stbd Vout 400 Motor Controller Module 200 0 0 0.1 0.2 0.3 Zone2 SSCM-port Vout 0.4 0.5 0.6 0 0.1 0.2 0.3 Zone2 SSCM-stbd Iout 0.4 0.5 0.6 0 0.1 0.2 0.3 Zone2 SSCM-port Iout 0.4 0.5 0.6 0.3 0.4 0.5 0.6 400 200 0 6 4 2 0 6 4 2 0 September 25, 2003 0 0.1 EPNES: Intelligent Power Routers0.2 34 Inverter Topology of the Motor Controller Accepts 300 – 420 V dc. The ouput of the inverter is connected to a inductio motor Torque, Speed, Voltages and Currents Waveforms Electromagnetic Torque of the Induction Motor 30 20 10 0 0 0.1 0.2 Rotor0.3 Speed 0.4 0.5 0.6 0 0.1 0.2 0.3 0.4 Induction Motor Stator Voltages 0.5 0.6 -100 0 20 0.1 0.2 0.3 0.4 Induction Motor Stator Currents 0.5 0.6 0.1 0.2 0.5 0.6 200 100 0 Block Diagram of the Drive Control 100 0 0 -20 September 25, 2003 0 EPNES: Intelligent Power Routers 0.3 0.4 35 Zone 3 Components Two Ship Service Converter Modules (SSCM) Output Voltages and Currents Waveforms of the SSCM’s A diode or’ing network Constant Power Load Module Zone3 SSCM-stbd V-out 400 200 0 0 0.1 0.2 0.3 Zone3 SSCM-port V-out 0.4 0.5 0.6 0 0.1 0.2 0.3 Zone3 SSCM-stbd i-out 0.4 0.5 0.6 0 0.1 0.2 0.3 Zone3 SSCM-port i-out 0.4 0.5 0.6 0 0.1 0.2 0.3 Time/sec 0.4 0.5 0.6 400 200 0 3 2 1 0 10 5 0 September 25, 2003 EPNES: Intelligent Power Routers 36 Constant Power Load Module The topology is based on a buck converter. Accepts 120 – 600 V dc and regulates the output Output Voltage and Current Waveforms of the CPL voltage to 100 V dc The converter is loaded with a 2-Ohm resistor CPL Output Voltage 100 80 60 40 20 0 0 0.1 0.2 0.3 0.4 0.5 0.6 0.4 0.5 0.6 CPL Output Voltage 50 40 CPL Control Diagram 30 20 10 0 September 25, 2003 0 0.1 EPNES: Intelligent Power Routers 0.2 0.3 Time/sec 37 Simulation of Fault Conditions Fault in Zone 2 Bus at 0.4 sec. of operation Port - Zone1 - Current 100 Starboard - Zone1 - Voltage 1000 50 0 500 -50 0 -100 0 0 0.1 0.2 0.3 0.4 Starboard - Zone2 - Voltage 0.5 0.1 0.2 0.3 Port - Zone2 - Current 0.4 0.5 0.6 0.1 0.2 0.3 Port - Zone3 - Current 0.4 0.5 0.6 0.1 0.2 0.3 Time/sec 0.4 0.5 0.6 100 1000 0 500 0 -100 -200 0 0 0.1 0.2 0.3 0.4 Starboard - Zone3 - Voltage 0.5 0.6 100 1000 50 0 500 -50 0 0 0.1 September 25, 2003 0.2 0.3 Time/sec 0.4 -100 0 EPNES: Intelligent Power Routers 0.5 0.6 38 0.6 Output Voltages and Currents of the Zone 2 SSCMs Torque, Speed, Voltages and Currents of the Induction Motor Zone2 SSCM-stbd V-out Electromagnetic Torque of the Induction Motor 40 500 20 0 0 -500 0 500 0.1 0.2 0.3 Zone2 SSCM-port V-out 0.4 0.5 0.6 -20 0 0.1 0.2 0.4 0.5 0.6 -100 0 100 0.1 0.2 0.3 0.4 Induction Motor Stator Voltages 0.5 0.6 0.1 0.2 0.3 0.4 Induction Motor Stator Currents 0.5 0.6 0.1 0.2 0.5 0.6 200 0.3 Rotor Speed 100 0 0 -500 0 10 0.1 0.2 0.3 Zone2 SSCM-stbd i-out 0.4 0.5 0.6 5 0 0 0 0.1 0.2 10 0.3 Zone2 SSCM-port i-out 0.4 0.5 0.6 5 0 -100 0 20 0 0 0.1 0.2 0.3 Time/sec September 25, 2003 0.4 0.5 0.6 -20 0 EPNES: Intelligent Power Routers 0.3 Time/sec 0.4 39 Final Comments • We have familiarized ourselves with the DC Zonal testbed developed by ONR – Lida Jauregui left UPRM. – New student started: Noel Figueroa • Testbed will serve a model for control system development. September 25, 2003 EPNES: Intelligent Power Routers 40 What we promised for year 1 • Design of first IPR(v1.0) software module • Integration of the IPR module into simulation system or development of the programmatic interface • Experimentation with IPR(v1.0) • Formulation of the risk assessment problem for IPR controlled system • Development of economics and ethics modules (curriculum improvement) September 25, 2003 EPNES: Intelligent Power Routers 41 Activities for year 2 • • • • • • Disseminate results from iteration 0 Design of alternative IPR control algorithms Simulations and preliminary reliability assessment Design of second IPR (v2.0) software module Evaluation of alternative IPR control algorithms Use of economics and ethics modules in electrical engineering courses (use assessment tools) • Development of short course for non-power engineeering majors September 25, 2003 EPNES: Intelligent Power Routers 42 Questions ? September 25, 2003 EPNES: Intelligent Power Routers 43 Backup Slides September 25, 2003 EPNES: Intelligent Power Routers 44