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Ambitlick Solutions
             Communication Cost Minimization in Wireless Sensor and Actor Networks

                                     For Road Surveillance

Objective:


       To reduce the communication cost of data transmission in WSANs using Dijkstra’s

algorithm


Abstract:


       In recent years, wireless sensor and actor networks (WSANs) have been extensively

deployed to monitor physical environment and facilitate decision making based on data

collected. Emerging applications such as road surveillance highlight some interesting research

issues in WSANs, including coordination problems in sensor–actor or actor–actor

communications, the issue of choosing a set of working actors for coordinating data transmission

in a road sensor and actor network with minimum communication cost. A theoretical model is

introduced to analyze the communication cost of data transmission in WSANs, and the sensor–

actor coordination problem is formulated as an optimization problem. And it can be reduced

using dynamic programming algorithm. A novel graph-based algorithm is also proposed with a

communication-cost graph used to depict the cost of data transmission and a modified Dijkstra’s

algorithm to find optimal solutions in reduced time complexity.


Algorithm Used :


   1. dynamic programming algorithm

   2. graph-based algorithm

   3. Dijkstra’s algorithm
Ambitlick Solutions
SYSTEM ANALYSES :




Existing System:


1.     Selective communication policies in WSN.


Proposed System:


1.     Optimal Selective Forwarding schemes:


•      when sensors maximize the importance of their own transmitted messages;


•      when sensors maximize the importance of messages that have been successfully

retransmitted by at least one of its neighbors; and


•      when sensors maximize the importance of messages that successfully arrive to the sink


2.     Introducing the battary power with actual energy , says there is enough energy for a

reasonable number of transmissions. If the node has some battery for only a few transmissions,

the forwarding threshold should start to oscillate and decreases.
Ambitlick Solutions
Over all diagram :




     Wireless Node                      Road Surveillance network
                        Dijkstra’s
     Deployment         algorithm               Inactive Actor

                                                Working actor

                                                Virtual Actor


       Energy

                                         Sensors /Actors - detect events




                                        Send their data to nearby actors




                             Inactive              Active Actors

                             Actors          (long-range communications)




                                                   Dynamic Programming
                               Normal              Solution
                               Sensor



                                                        Sink
Ambitlick Solutions
Data Flow Diagram :


Level 0 :




    Wireless Sensor           Energy / Batt    Sesor / Actor
    Node In RSN




Level 1:



      Detect                                     Send data to Near-
                        Dijkstra’s algorithm     Actor or Sink
      Event




Level 2:




            Active            long-range                 Dynamic
            sensor            communications             Programming
                                                         Solution




                                                               SINK
Ambitlick Solutions
Level 3 :




            Inactive                           Act as normal
            Sensors                            sensor




Use case diagram :




                       Energy/Batt            Send data to Near-
                                              Actor or Sink



    Active
   Actors                                                          SINK
                                        long-range
                                      communications




                                     Dynamic Programming
                                     Solution
Ambitlick Solutions
Sequence Diagram :




Active Actors       Dijkstra’s             SINK                       Sensor
                    algorithm




      Energy/Batt Power




                      Send data to Near-
                      Actor or Sink




                                                  Inactive sensor /
                                                  Actor




                                 Dynamic Programming Solution
Ambitlick Solutions
1.Securing Wireless Sensor Networks: A Survey


               The significant advances of hardware manufacturing technology and the

               development


of efficient software algorithms make technically and economically feasible a network composed

of numerous, small, low-cost sensors using wireless communications, that is, a wireless sensor

network. WSNs have attracted intensive interest from both academia and industry due to their

wide application in civil and military scenarios. In hostile scenarios, it is very important to

protect WSNs from malicious attacks. Due to various resource limitations and the salient features

of a wireless sensor network, the security design for such networks is significantly challenging.

In this article, we present a comprehensive survey of WSN security issues that were investigated

by researchers in recent years and that shed light on future directions for WSN security.




2. On maintaining sensor–actor connectivity in wireless sensor and actor networks:


       In wireless sensor and actor networks (WSANs), a group of sensors and actors are

connected by a wireless medium to perform distributed sensing and acting tasks. Sensors usually

gather information in an event area and pass it on to actors, which are resource-rich devices that

make decisions and perform necessary actions. Therefore, it is vital to maintain connections

between sensors and actors for effective sensor- actor coordination. In this paper, we first define

several sensor- actor connection requirements, including weak and strong actor-connectivity, and

then propose several local solutions that put as many sensors as possible to sleep for energy

saving purposes, while meeting different actor-connectivity requirements. We also prove the

relationship between the proposed actor-connectivity and the connectivity in regular graphs,
Ambitlick Solutions
which helps with the implementation of the proposed solutions. Comprehensive performance

analysis is conducted through simulations.


3. Communication and coordination in wireless sensor and actor networks:


       In this paper, coordination and communication problems in wireless sensor and actor

networks (WSANs) are jointly addressed in a unifying framework. A sensor-actor coordination

model is proposed based on an event-driven partitioning paradigm. Sensors are partitioned into

different sets, and each set is constituted by a data-delivery tree associated with a different actor.

The optimal solution for the partitioning strategy is determined by mathematical programming,

and a distributed solution is proposed. In addition, a new model for the actor-actor coordination

problem is introduced. The actor coordination is formulated as a task assignment optimization

problem for a class of coordination problems in which the area to be acted upon needs to be

optimally split among different actors. An auction-based distributed solution of the problem is

also presented. Performance evaluation shows how global network objectives, such as

compliance with real-time constraints and minimum energy consumption, can be achieved in the

proposed framework with simple interactions between sensors and actors that are suitable for

large-scale networks of energy-constrained devices.


4. Wireless sensor and actor networks: Research challenges


       With the maturing of research in wireless sensor networks (WSN) and the more recent

advances in wireless sensor and actor networks (WSAN), there has been an increasing interest in

heterogeneous self-organizing networks with multiple types of nodes that possess different

capabilities and perform diverse tasks in the network's deployment, maintenance, and application

functionalities. This paper explores the conceptual and architectural challenges in the design of
Ambitlick Solutions
generic tools for modeling and simulation of such systems. It first addresses the modeling issues,

including the diversity of node types and capabilities, the variety of possible abstractions, and the

need for vertical cross-layer integration. After a brief review of the solutions in some existing

simulation systems, the paper outlines an open architectural platform incorporating the facilities

for: definition of potential capabilities of network elements; formation of node types with

selected capabilities and behavioral algorithms; formation of relevant environment models;

configuration and initialization of the network and its environment; and scenario definition,

execution and monitoring


Modules :


Design Of RSN Network


       WIRELESS sensor and actor networks (WSANs), which are composed of a set of sensors

and actors linked by wireless medium to perform distributed sensing and acting tasks. Sensors

are low-cost, low-power devices with limited sensing, computation, and wireless communication

capacities. Actors are assumed to be equipped with better processing capabilities, higher

transmission power, and longer battery life. In WSANs, sensors and actors work together in data-

centric applications, with sensors gathering information about the physical world and actors

taking appropriate actions on the environment


       A set of working actors and route sensing data between sensors and actors to minimize

the total communication cost for road surveillance.


Implimentation Of Actors in sensor network
Ambitlick Solutions
        Sensors detect events and send their data to nearby actors. Unlike other research

assuming actors to be resource-rich nodes with unlimited power supply, we make much weaker

assumptions about actors in our model: We only assume that actors are capable of sensing and

performing long-range communications. That is, in our model, actors are not necessary to be

powerful nodes; they could be resourcelimited nodes operating on batteries, or they could be just

normal sensors that are chosen to collect data and send them to the sink .


        Each actor has two states: working or inactive. If an actor is in the working state, it can

sense events, collect data from nearby sensors, and establish long-range communication with the

sink. If it is in the inactive state, it acts like a normal sensor.



Network Communication Cost

        In network       communication cost:         sensor–sensor, sensor–actor, and actor–sink

communication. To simplify the analysis, we assume that the energy cost for unit data

transmission in each hop of sensor–sensor and sensor–actor communication is the same.

        Dijkstra's algorithm: From the current intersection, update the distance to every

unvisited intersection that is directly connected to it. This is done by determining the sum of the

distance between an unvisited intersection and the value of the current intersection, and

relabeling the unvisited intersection with this value if it is less than its current value. After you

have updated the distances to each neighboring intersection, mark the current intersection as

visited and select the unvisited intersection with lowest distance.
Ambitlick Solutions
Dynamic Programming Solution:

        When the system is in idle condition, the OPT algorithm turns off as many actors as

possible to save energy. For normal road surveillance, it yields the lowest energy cost, and its

performance is insensitive to actor density. In a busy traffic environment, it keeps the workload

of working actors at a low level.




        The dynamic programming algorithm         produce an optimal solution based on the

assumption of virtual working actors. In real RSANs, working actors may be not deployed in

each intersection; thus, the solution may be not optimal in the real case. The following theorem

shows that the proposed algorithms produce a near-optimal solution when there are no working

actors in the intersections.



Performance Evaluvation :

            a. Energy Vs Node Density

            b. No.Of.Worling Actors Vs Node Density

            c. Energy Vs Actor Density

            d. No.Of.Worling Actors Vs Actor Density

            e. Communication Overhead Vs No Of Sensor Nodes
Ambitlick Solutions
REFERENCES




[1] R. Arroyo-Valles, A. G. Marques, and J. Cid-Sueiro, “Optimal selective transmission under

energy constraints in sensor networks,” IEEE Trans. Mobile Computing, vol. 8, no. 11, pp.

1524–1538, Nov. 2009.


[2] R. Arroyo-Valles, A. G. Marques, and J. Cid-Sueiro, Wireless Sensor Networks. IN-TECH,

2010, ch. Energy-aware Selective Communications in Sensor Networks.


[3] E. Shih, S.-H. Cho, N. Ickes, R. Min, A. Sinha, A. Wang, and A. Chandrakasan, “Physical

layer driven protocol and algorithm design for energy-efficient wireless sensor networks,” in

Proc. 7th Annual


ACM/IEEE Int’l Conf. on Mobile Computing and Networking (Mobicom 01), July 2001.


[4] I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, “A survey on sensor

networks,” IEEE Commun. Mag., vol. 40, no. 8, pp. 102–114, Aug. 2002.


[5] A. G. Marques, X. Wang, and G. B. Giannakis, “Minimizing transmitpower for coherent

communications in wireless sensor networks with finite-rate feedback,” IEEE Trans. Signal

Process., vol. 56, no. 8, pp. 4446–4457, Sep. 2008.

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Communication cost minimization in wireless

  • 1. Ambitlick Solutions Communication Cost Minimization in Wireless Sensor and Actor Networks For Road Surveillance Objective: To reduce the communication cost of data transmission in WSANs using Dijkstra’s algorithm Abstract: In recent years, wireless sensor and actor networks (WSANs) have been extensively deployed to monitor physical environment and facilitate decision making based on data collected. Emerging applications such as road surveillance highlight some interesting research issues in WSANs, including coordination problems in sensor–actor or actor–actor communications, the issue of choosing a set of working actors for coordinating data transmission in a road sensor and actor network with minimum communication cost. A theoretical model is introduced to analyze the communication cost of data transmission in WSANs, and the sensor– actor coordination problem is formulated as an optimization problem. And it can be reduced using dynamic programming algorithm. A novel graph-based algorithm is also proposed with a communication-cost graph used to depict the cost of data transmission and a modified Dijkstra’s algorithm to find optimal solutions in reduced time complexity. Algorithm Used : 1. dynamic programming algorithm 2. graph-based algorithm 3. Dijkstra’s algorithm
  • 2. Ambitlick Solutions SYSTEM ANALYSES : Existing System: 1. Selective communication policies in WSN. Proposed System: 1. Optimal Selective Forwarding schemes: • when sensors maximize the importance of their own transmitted messages; • when sensors maximize the importance of messages that have been successfully retransmitted by at least one of its neighbors; and • when sensors maximize the importance of messages that successfully arrive to the sink 2. Introducing the battary power with actual energy , says there is enough energy for a reasonable number of transmissions. If the node has some battery for only a few transmissions, the forwarding threshold should start to oscillate and decreases.
  • 3. Ambitlick Solutions Over all diagram : Wireless Node Road Surveillance network Dijkstra’s Deployment algorithm Inactive Actor Working actor Virtual Actor Energy Sensors /Actors - detect events Send their data to nearby actors Inactive Active Actors Actors (long-range communications) Dynamic Programming Normal Solution Sensor Sink
  • 4. Ambitlick Solutions Data Flow Diagram : Level 0 : Wireless Sensor Energy / Batt Sesor / Actor Node In RSN Level 1: Detect Send data to Near- Dijkstra’s algorithm Actor or Sink Event Level 2: Active long-range Dynamic sensor communications Programming Solution SINK
  • 5. Ambitlick Solutions Level 3 : Inactive Act as normal Sensors sensor Use case diagram : Energy/Batt Send data to Near- Actor or Sink Active Actors SINK long-range communications Dynamic Programming Solution
  • 6. Ambitlick Solutions Sequence Diagram : Active Actors Dijkstra’s SINK Sensor algorithm Energy/Batt Power Send data to Near- Actor or Sink Inactive sensor / Actor Dynamic Programming Solution
  • 7. Ambitlick Solutions 1.Securing Wireless Sensor Networks: A Survey The significant advances of hardware manufacturing technology and the development of efficient software algorithms make technically and economically feasible a network composed of numerous, small, low-cost sensors using wireless communications, that is, a wireless sensor network. WSNs have attracted intensive interest from both academia and industry due to their wide application in civil and military scenarios. In hostile scenarios, it is very important to protect WSNs from malicious attacks. Due to various resource limitations and the salient features of a wireless sensor network, the security design for such networks is significantly challenging. In this article, we present a comprehensive survey of WSN security issues that were investigated by researchers in recent years and that shed light on future directions for WSN security. 2. On maintaining sensor–actor connectivity in wireless sensor and actor networks: In wireless sensor and actor networks (WSANs), a group of sensors and actors are connected by a wireless medium to perform distributed sensing and acting tasks. Sensors usually gather information in an event area and pass it on to actors, which are resource-rich devices that make decisions and perform necessary actions. Therefore, it is vital to maintain connections between sensors and actors for effective sensor- actor coordination. In this paper, we first define several sensor- actor connection requirements, including weak and strong actor-connectivity, and then propose several local solutions that put as many sensors as possible to sleep for energy saving purposes, while meeting different actor-connectivity requirements. We also prove the relationship between the proposed actor-connectivity and the connectivity in regular graphs,
  • 8. Ambitlick Solutions which helps with the implementation of the proposed solutions. Comprehensive performance analysis is conducted through simulations. 3. Communication and coordination in wireless sensor and actor networks: In this paper, coordination and communication problems in wireless sensor and actor networks (WSANs) are jointly addressed in a unifying framework. A sensor-actor coordination model is proposed based on an event-driven partitioning paradigm. Sensors are partitioned into different sets, and each set is constituted by a data-delivery tree associated with a different actor. The optimal solution for the partitioning strategy is determined by mathematical programming, and a distributed solution is proposed. In addition, a new model for the actor-actor coordination problem is introduced. The actor coordination is formulated as a task assignment optimization problem for a class of coordination problems in which the area to be acted upon needs to be optimally split among different actors. An auction-based distributed solution of the problem is also presented. Performance evaluation shows how global network objectives, such as compliance with real-time constraints and minimum energy consumption, can be achieved in the proposed framework with simple interactions between sensors and actors that are suitable for large-scale networks of energy-constrained devices. 4. Wireless sensor and actor networks: Research challenges With the maturing of research in wireless sensor networks (WSN) and the more recent advances in wireless sensor and actor networks (WSAN), there has been an increasing interest in heterogeneous self-organizing networks with multiple types of nodes that possess different capabilities and perform diverse tasks in the network's deployment, maintenance, and application functionalities. This paper explores the conceptual and architectural challenges in the design of
  • 9. Ambitlick Solutions generic tools for modeling and simulation of such systems. It first addresses the modeling issues, including the diversity of node types and capabilities, the variety of possible abstractions, and the need for vertical cross-layer integration. After a brief review of the solutions in some existing simulation systems, the paper outlines an open architectural platform incorporating the facilities for: definition of potential capabilities of network elements; formation of node types with selected capabilities and behavioral algorithms; formation of relevant environment models; configuration and initialization of the network and its environment; and scenario definition, execution and monitoring Modules : Design Of RSN Network WIRELESS sensor and actor networks (WSANs), which are composed of a set of sensors and actors linked by wireless medium to perform distributed sensing and acting tasks. Sensors are low-cost, low-power devices with limited sensing, computation, and wireless communication capacities. Actors are assumed to be equipped with better processing capabilities, higher transmission power, and longer battery life. In WSANs, sensors and actors work together in data- centric applications, with sensors gathering information about the physical world and actors taking appropriate actions on the environment A set of working actors and route sensing data between sensors and actors to minimize the total communication cost for road surveillance. Implimentation Of Actors in sensor network
  • 10. Ambitlick Solutions Sensors detect events and send their data to nearby actors. Unlike other research assuming actors to be resource-rich nodes with unlimited power supply, we make much weaker assumptions about actors in our model: We only assume that actors are capable of sensing and performing long-range communications. That is, in our model, actors are not necessary to be powerful nodes; they could be resourcelimited nodes operating on batteries, or they could be just normal sensors that are chosen to collect data and send them to the sink . Each actor has two states: working or inactive. If an actor is in the working state, it can sense events, collect data from nearby sensors, and establish long-range communication with the sink. If it is in the inactive state, it acts like a normal sensor. Network Communication Cost In network communication cost: sensor–sensor, sensor–actor, and actor–sink communication. To simplify the analysis, we assume that the energy cost for unit data transmission in each hop of sensor–sensor and sensor–actor communication is the same. Dijkstra's algorithm: From the current intersection, update the distance to every unvisited intersection that is directly connected to it. This is done by determining the sum of the distance between an unvisited intersection and the value of the current intersection, and relabeling the unvisited intersection with this value if it is less than its current value. After you have updated the distances to each neighboring intersection, mark the current intersection as visited and select the unvisited intersection with lowest distance.
  • 11. Ambitlick Solutions Dynamic Programming Solution: When the system is in idle condition, the OPT algorithm turns off as many actors as possible to save energy. For normal road surveillance, it yields the lowest energy cost, and its performance is insensitive to actor density. In a busy traffic environment, it keeps the workload of working actors at a low level. The dynamic programming algorithm produce an optimal solution based on the assumption of virtual working actors. In real RSANs, working actors may be not deployed in each intersection; thus, the solution may be not optimal in the real case. The following theorem shows that the proposed algorithms produce a near-optimal solution when there are no working actors in the intersections. Performance Evaluvation : a. Energy Vs Node Density b. No.Of.Worling Actors Vs Node Density c. Energy Vs Actor Density d. No.Of.Worling Actors Vs Actor Density e. Communication Overhead Vs No Of Sensor Nodes
  • 12. Ambitlick Solutions REFERENCES [1] R. Arroyo-Valles, A. G. Marques, and J. Cid-Sueiro, “Optimal selective transmission under energy constraints in sensor networks,” IEEE Trans. Mobile Computing, vol. 8, no. 11, pp. 1524–1538, Nov. 2009. [2] R. Arroyo-Valles, A. G. Marques, and J. Cid-Sueiro, Wireless Sensor Networks. IN-TECH, 2010, ch. Energy-aware Selective Communications in Sensor Networks. [3] E. Shih, S.-H. Cho, N. Ickes, R. Min, A. Sinha, A. Wang, and A. Chandrakasan, “Physical layer driven protocol and algorithm design for energy-efficient wireless sensor networks,” in Proc. 7th Annual ACM/IEEE Int’l Conf. on Mobile Computing and Networking (Mobicom 01), July 2001. [4] I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, “A survey on sensor networks,” IEEE Commun. Mag., vol. 40, no. 8, pp. 102–114, Aug. 2002. [5] A. G. Marques, X. Wang, and G. B. Giannakis, “Minimizing transmitpower for coherent communications in wireless sensor networks with finite-rate feedback,” IEEE Trans. Signal Process., vol. 56, no. 8, pp. 4446–4457, Sep. 2008.