Reshaping Industries with Agent-Driven Multi-Objective Optimization
Welcome to the Future of Multi-Objective Optimization with globalMOO
globalMOO's Innovative AI Solutions Reshape Efficiency in Energy, Manufacturing, Supply Chain, Environmental Engineering, Aerospace, and Healthcare
Revolutionizing Industry Standards Across Diverse Sectors
Discover globalMOO, your gateway to revolutionizing operational efficiency across diverse sectors like energy, manufacturing, and logistics. Our platform excels in advanced optimization, seamlessly managing complex challenges with unparalleled precision.
Unlike traditional methods, globalMOO’s practical, data-efficient system quickly navigates through intricate problems, setting new benchmarks in industry innovation. With globalMOO, elevate your operations and lead the way in shaping the future of your industry.
Transforming Logistics
For industries dealing with complex logistical challenges, our technology can be a game-changer. Our optimization tools have the power to solve previously intractable logistics problems, revolutionizing supply chain management, and enhancing the efficiency of logistical operations.
Impact Factor Calculation Technology
Our Impact Factor calculation technology, provides a robust numerical representation of the inherent biases in your algorithms and systems. This allows organizations to uncover hidden biases and dependencies that can influence the efficiency and performance of their operations.
globalMOO's Commitment to Excellence and Innovation in Optimization
At globalMOO, we prioritize responsible AI use, offering tools that enhance AI reliability and address bias, supporting your quest for operational excellence. Our solutions reveal critical variable dependencies, boosting efficiency in your designs and processes. With us, you’re not just optimizing; you’re setting new industry standards with advanced multi-objective optimization.
Benchmarking
Multi-Objective Optimization Comparisons
globalMOO Outperforms Competitors in Efficiency and Speed Across All Tests
We compared globalMOO capabilities with other available solutions. In every test globalMOO beats the competitor in convergence speed and efficiency. The globalMOO efficiency improves as the number of input variable and/or objectives increase. Below is a comparison of globalMOO solution efficiency with MOED, DNSGA2 and NSGA2 algorithms for different number of input variables.
Comparing up to 32 Input Parameters
In this example, up to 32 input parameters with various output parameters were compared. The scale of the plot is logarithmic and and each dashed line represents an order of magnitude increase in iterations (or run time). For various sample problems MOEAD, DNSGA2 need up to 100,000 iterations to solve a 30 variable problem. globalMOO requires less than 100 iterations for optimization, using up to 1000 training cases. This means, once the training is complete, it can be used for achieving other targets and objectives with less than 100 iterations. That’s 1000 times fewer iterations than over available solutions.
MaxCut Problem – Drilling a Circuit Board
globalMOO Outperforms Competitors in Efficiency and Speed Across All Tests
This example involves drilling holes in a circuit board with an automated drill. The problem is to find the shortest route for the drill to take on the board in order to drill all of the required holes. The example is taken from TSPLIB, a library of TSP problems. The challenge lies in determining the most efficient path the drill can follow on the board to accomplish all necessary hole placements without crossing paths.
globalMOO vs. Google OR Tool: Superior Efficiency in Circuit Board Drilling
The figure on the left compares the paths that globalMOO and Google OR Tool calculate for a circuit board with 280 holes. globalMOO drills the 280 holes in a shorter distance than the Google OR Tool, finding a more efficient path that takes less time and doesn’t cross its own path.
globalMOO vs. Google OR Tool: Reduced Computational Demand
The figure on the left compares the paths that globalMOO and Google OR Tool calculates for a circuit board with 280 holes. globalMOO drills 280 holes in a shorter distance than the Google OR Tool. The picture shows the inefficient paths in Google example that causes the Google OR Tool to cover a longer distance.