Multi-objective design method of concrete mix ratio based on machine learning: forward prediction and reverse design

Key Points

• Optimization of concrete mix ratios demonstrates enhanced performance in various applications of construction.
• The algorithm achieves up to 15% improvement in material efficiency through machine learning techniques.
• Forward prediction combined with reverse design facilitates the identification of ideal concrete formulations.
• This approach may enable smarter construction practices while minimizing waste and cost.