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GeoGrid: A scalable Location Service Network Authors: J.Zhang, G.Zhang, L.Liu Georgia Institute of Technology presented by Olga Weiss Com S 587x, Fall 2007
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Overview Introduction Problem addressed What is GeoGrid? Existing solutions review Design of GeoGrid Basic GeoGrid system Construction Routing Dual peer and Dynamic work load adaptation techniques Experimental results and conclusion
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Introduction Problem addressed serving a large and growing number of mobile users continious delivery and dissemination of location- based information in real time GeoGrid – a geographical location service overlay network system Decentralized Geographical location aware Techniques to improve fault-tolerance and workload balance
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Existing solutions review Current location-based services are constrained to fixed set of moving objects expensive to maintain and expand One approach Create and maintain a centralized graphical location service. Drawbacks: Response time Expensive access to infrastructure communication service Not robust No model for such large scale location-based service
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Challenges Can we organize nodes into efficient service network that is geographical proximity aware? End-to-end communication b/w any two nodes is bounded How to handle workload imbalance (hot spots)? How to minimize the possible service interruption? Ex. Highway system can be heavily loaded during the rush hours
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GeoGrid Design Basic GeoGrid system GeoGrid construction Routing Dual peer and Dynamic work load adaptation techniques
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Basic GeoGrid A network of N nodes interconnected using GeoGrid topology and routing protocol A node is a point in 2dim geographical coordinate space Space is dynamically partitioned into N disjoint rectangle Each node “owns” a rectangular region
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Basic GeoGrid Nodes self-organize into an overlay network Connectivity is established through immediate neighbors of a node A mobile user connects his mobile device to one of the nodes Each node runs GeoGrid middleware and serves as a proxy for the mobile user
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Basic GeoGrid Assumptions Information services existence (provide geographical info) User can be either from outside of the network or from inside it Network nodes are not mobile
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GeoGrid Construction Plane is divided among N nodes into a set of rectangular regions r = A node p is identified by a tuple Each node maintains a list of its neighbors
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GeoGrid Construction GeoGrid is constructed incrementally Start from one node owning the entire GeoGrid space Split the space upon new nodes joining decide which region the new node q belongs (say, of node p) split the region in half hand one half to node q notify neighbors (they must add q into their lists) create a list for q from the list of p
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GeoGrid Construction Basic bootstrapping process for a new node Obtain geographical coordinate from a service Obtain a list of existing nodes from a bootstrapping server Randomly chose an entry node from the list Initiate a joining request contacting to the entry node
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Routing in GeoGrid Location query Request is tagged with (x,y) p issues a query (x,y); q = p if q does not own (x, y) then forward the request to a neighbor closest to (x,y)
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Routing in GeoGrid Two critical issues: Load balancing Routing efficiency Solution:heuristic load balance scheme - workload dynamic adjusting Dual peer technique Load adaptation technique
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Dual peer technique Improves the overall system reliability Maps region sizes to the capacities of region owner nodes 2 nodes share a region ownership Primary owner node is a node with the larger capacity Secondary owner node is a backup node
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Dual peer technique Node join: First 3 steps are the same as in basic GeoGrid Chose a neighbor region that has one owner and the least capacity If no such region exist, chose the region with the least primary node capacity Split the region and becomes a primary owner node of the region Node departure Secondary owner departure causes no change Primary owner must inform neighbors
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Dual peer technique Failure recover Status information is periodically synchronized b/w primary and secondary nodes Failure of a node: If the primary node leaves, the secondary node becomes the primary If the secondary node leaves, the region becomes half-full If both nodes die, what happens?
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Dual peer technique Avantages Improves the fault resilience Reduces the number of region split operations Improves the system load balance
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Dynamic workload adaptation Main idea: balance workload distribution by selectively assigning new nodes to the most heavily loaded regions in its neighborhood Three basic rules: Use local adaptation instead remote one (less operation overhead) Use secondary peer switching/moving (for primary peer the ops costs more) Region split/merge are expensive – should be used with less priority
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Conclusion Experimental results show that GeoGrid can reduce the workload load imbalance by an order of magnitude Unique design: Use of geographical mapping of nodes to regions; improved routing Dual peer and Dynamic workload adaptation techniques reduce load imbalance and improve fault-tolerance
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