what is Priority Queue, its types, operations, Algorithms, applications and implementation in Java.
Priority Queue |
Priority Queue:
The Priority Queue class
is part of the java.util package and provides an efficient way to
manage a collection of elements where each element has a priority.
· Each element is inserted or deleted on
the basis priority.
· Higher priority >Lower priority
· Same priority for [FCFS basis]
(FCFS stands for .... First come First Serve )
Types of Priority Queue:
Here’s some types
of priority queue:
1.
Ascending
order Priority Queue
2.
Descending
order Priority Queue
Here are some details of the Priority Queue.
Characteristics:
Ø Ordering: Elements are ordered based on their
natural ordering (if they implement Comparable) or by
a Comparator provided at queue construction time.
Ø Heap Implementation: Internally, Priority Queue is
implemented as a binary heap, which ensures that the element with the highest
priority is always at the head of the queue.
Key Operations:
o
Insertion: Adding an element to the queue.
o
Deletion: Removing the element with the
highest priority.
o Peek: Viewing the highest priority element without
removing it.
o Is Empty: Check if the queue has no elements.
Computer Science Applications of Priority Queue:
1. Graph AlgorithmsPriority Queue Data Structure
- Dijkstra’s Algorithm:
Used for finding the shortest path between nodes in a
graph. The priority
queue helps efficiently select the next node with the smallest tentative
distance.
- Prim’s Algorithm:
Used for finding the minimum spanning tree of a
graph. The priority
queue helps in selecting the edge with the smallest weight.
2. Operating Systems
- Process Scheduling:
Priority queues
are used to manage processes based on their priority. Higher priority processes
are executed before lower priority ones.
- Load Balancing:
Helps in distributing tasks across multiple processors by
prioritizing tasks based on their urgency or importance.
3. Networking
·
Packet
Scheduling:
In
network routers, priority queues manage data packets to ensure that
high-priority packets are transmitted first, improving the quality of service.
4. Event-Driven Simulation
- Event Management:
In simulations,
events are scheduled to occur at specific times. A priority queue helps manage these
events efficiently by processing the earliest event first.
5. Data Compression
·
Huffman Coding:
Priority queues are used to build the Huffman
tree, which is essential for efficient data compression.
6. Artificial Intelligence
Algorithm:
Used in pathfinding and graph traversal, the priority queue
helps in selecting the most promising node to explore next based on a heuristic
Real life application of priority queue:
1. Healthcare
- Emergency Rooms:
Patients are
treated based on the severity of their conditions rather than their arrival
time. Critical
patients receive immediate attention, while less severe cases wait longer.
Prefrance of color
2. Operating Systems
- Process Scheduling:
Operating systems
use priority queues to manage processes. High-priority
tasks (like system processes) are executed before lower-priority tasks (like
user applications).
3. Networking
• Packet Scheduling:
Routers use
priority queues to manage data packets, ensuring that high-priority packets
(like voice or video calls) are transmitted before lower-priority packets (like
emails).
4. Event Management
- Event-Driven Simulations:
In simulations,
events are scheduled to occur at specific times. Priority queues
help manage these events efficiently by processing the most imminent event
first.
5. Customer Service
·
Call
Centers:
Calls are
prioritized based on the urgency of the issue or the status of the customer
(e.g., VIP customers might receive faster service).
6. Logistics and Transportation
·
Air
Traffic Control:
Flights are prioritized based on
factors like fuel levels, emergency situations, and scheduled landing times to
ensure safety and efficiency
7. Finance
·
Stock
Trading:
Orders are processed based on their priority,
with high-value or time-sensitive trades being executed before others.
8. Multimedia Systems
·
Streaming
Services:
Data
packets for streaming services are prioritized to ensure smooth playback
without buffering.
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