Posts

Showing posts from April, 2022

New Post

Hidden Markov Model (HMM)

-
Image
Hidden Markov Model (HMM)  VIDEO LINK:  https://youtu.be/YIGCWNG8BIA A Hidden Markov Model (HMM) is a statistical model in which the system has hidden states that cannot be directly observed, but produce observable outputs. It is based on the Markov property, meaning the next state depends only on the current state. Video Chapters: HMM in Artificial Intelligence 00:00 Introduction 00:31 Statistical Model 00:54 HMM Examples 02:30 HMM 03:10 HMM Components 05:23 Viterbi Algorithm 06:23 HMM Applications 06:38 HMM Problems 07:28 HMM in Handwriting Recognition 11:20 Conclusion  HMM COMPONENTS A Hidden Markov Model (HMM) is a statistical model in which the system has hidden states that cannot be directly observed, but produce observable outputs. It is based on the Markov property, meaning the next state depends only on the current state. An HMM consists of states, observations, transition probabilities, emission probabilities, and initial probabilities. It is commonly used in a...
Post a Comment
Read more

Optimization Engineering - Design Optimization

-
Image
 [ CAN Design Optimization using Teaching Learning Based Optimization Algorithm] PROBLEM STATEMENT:  Design a Can to Hold 800ml Liquid. OBJECTIVE: Minimize the CAN Manufacturing Cost, Minimize Amount of Sheet Metal Required.  CONSTRAINTS: For Diameter, It should be no greater than 16 cm and no less than 4.0 cm, For Height, It should be no more than 36 cm and no less than 16 cm.                                                     4.0 <= Diameter <= 16; cm                                                     16<= Height <= 36; cm Constraints to HOLD 800ml Liquid Capacity. OBJECTIVE FUNCTION: COST Function Used to Solve this problem: RESULT: AFTER OPTIMIZATION USING TEACHING LEARNING BASED OPTIMIZATION ALGO...
Post a Comment
Read more

Shark Smell Optimization Algorithm Numerical Example

-
Image
SHARK SMELL OPTIMIXATION ALGORITHM [ Numerical Example ] Shark Smell Optimization Algorithm is population based Metaheuristic optimization algorithm. Shark Smell Optimization Algorithm is inspired by the Shark food foraging behavior.   Shark Smell Optimization Algorithm Steps: Initialize Algorithm Parameters Initialize Population for N Sharks in the search space. Evaluate Performance. While (current Iteration < Maximum Iteration) Calculate Shark Velocity Calculate Shark Position based on forward movement. Calculate Shark Position based on rotational movement. Identify Shark next position based on forward and rotational movements. Evaluate Performance. End While Display Best Solution. STEP 01: Initial Important Parameters.          Current_Iteration =1;          Maximum_Iteration = 10;          and other. STEP 02: Initial Population Randomly. Suppose, Population Size = 2; Position(1) = -0.9891 Positi...
2 comments
Read more

Teaching Learning Based Optimization Algorithm | TLBO Numerical Example|

-
Image
Teaching Learning Based Optimization Algorithm  | TLBO Numerical Example | Learn Teaching Learning Based Optimization Algorithm Step-by-Step with Numerical Example. Teaching Learning Based Optimization Algorithm is based on the effect of Teacher on the Learners in the class. Teaching Learning Based Optimization Algorithm is basically inspired by the behavior of learners in the classroom. In Teaching Learning Based Optimization Algorithm 2 main procedure are followed: Teaching Phase: Learners study from the Teacher. Learner Phase: Learners can interact with each other and they can randomly interact with each other. Teaching Learning Based Optimization Algorithm Steps: Population Initialization Phase. Agents Performance Evaluation using Cost Function. Select Best Solution Among all. Calculate Mean Value. Teacher Phase. Mathematical Model Learner Phase MathematicalModel Evaluate New Solutions. Update Current Best Solution. Check Stopping Criteria. Display Best Solution.
Post a Comment
Read more

Bacterial Foraging Optimization Algorithm | NUMERICAL EXAMPLE | ~xRay Pixy

-
Image
Bacterial Foraging Optimization Algorithm   |PART 2 - NUMERICAL EXAMPLE | _______________________________________________________________________________ [ PART 1 ] Learn Bacterial Foraging Optimization Algorithm (BFOA) Step-by-Step Learning ~xRay Pixy https://youtu.be/LXInp4wvpXM
Post a Comment
Read more

Laptops, Desktops, Printers and Computers Accessories

-
Image
[LAPTOP, DESKTOP, COMPUTER ACCESSORIES ] -------------------------------------------------------------------------------------------------------------------- CLICK HERE TO  SHOP NOW --------------------------------------------------------------------------------- [ LAPTOP / HD MONITOR ] Lenovo IdeaPad 3 Core i3 10th Gen - (8 GB/256 GB SSD/Windows 10 Home) 15IML05 Thin and Light Laptop (15.6 Inch, Platinum Grey, 1.7 kg, with MS Office) 81WB01BNIN Click Here to  BUY NOW Lenovo 18.5-inch HD Monitor, TN Panel, (5ms Response time - 200 Nits Brightness – HDMI and VGA Port - HDMI Cable Included - 72% Color Gamut - TUV Blue Light Certification), LED Backlit                                       Click Here to  BUY NOW [ MOUSE ( Wireless, Wired, Optical) ] Zebronics Zeb-Jaguar Wireless Mouse, 2.4GHz with USB Nano Receiver, High Precision Optical Tracking, 4 Buttons, Plug & Play, Ambid...
Post a Comment
Read more
More posts