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AI & ML ENHANCED MULTIVARIABLE PREDICTIVE CONTROL

Advanced Process Control (APC) is the proven technology for pushing plant operations closer to true constraints: reducing variability, incre...

3–8%
Throughput increase
5–15%
Energy reduction
<6 mo
Typical ROI

Overview

WHAT IT DOES

3–8%
Throughput increase
5–15%
Energy reduction
<6 mo
Typical ROI

Advanced Process Control (APC) is the proven technology for pushing plant operations closer to true constraints: reducing variability, increasing throughput, and improving energy efficiency simultaneously. AhilyaSoft deploys model-predictive control (MPC) enhanced with AI/ML across the full spectrum of process industries: from oil & gas upstream through downstream refining, fertilizer, cement, sugar, pulp & paper, metals & mining, and utilities.

Methodology

HOW IT WORKS

01

Process Study & Benefit Estimation

Detailed process analysis to identify control objectives, manipulated and controlled variables, constraints, and quantify potential economic benefits.

02

Model Identification

Step testing, data collection, and AI/ML-enhanced dynamic model identification capturing process interactions and nonlinearities.

03

Controller Design & Commissioning

MPC controller design, simulation, tuning, and deployment on your existing DCS infrastructure with closed-loop optimization.

04

Sustained Performance

Ongoing monitoring, model maintenance, and adaptive tuning to ensure controllers deliver sustained value as process conditions change.

What You Gain

KEY BENEFITS

Measurable results within weeks, not quarters.

01

Reduce process variability by 40–60% and operate closer to constraints

02

Increase throughput by 3–8% without capital investment

03

Reduce energy consumption by 5–15% through coordinated multi-unit optimization

04

Improve product quality consistency and reduce off-spec production

05

Reduce operator workload and enable consistent 24/7 optimal operation

Advanced Process Control (APC)

Deployed across industries where milliseconds and margins matter.

Applications

USE CASES

01

Energy Industry: upstream wells, GOSP, crude stabilization; midstream gas processing, NGL/LNG, compressor stations, pipelines; downstream refineries (CDU/VDU, FCC, hydroprocessing, reformers), petrochemicals & polymers, blending optimization

02

Fertilizer & Chemicals: ammonia, urea, DAP/NPK, acid plants (sulfuric, nitric, phosphoric), specialty & bulk chemicals

03

Cement: raw mix proportioning, raw mill grinding, kiln & pyro processing, cement mills, captive power plants

04

Sugar, Ethanol & Cogeneration: cane preparation & milling, juice extraction & clarification, evaporation & crystallization, centrifugation & drying, ethanol distillery, cogeneration plants

05

Pulp & Paper: digesters, washing & screening, bleaching, recovery boiler, causticizing & lime kiln, paper machines, stock preparation

06

Utilities & Power: thermal power plants, CHP plants, steam & power networks, district energy, waste-to-energy

07

Metals & Mining: grinding mills (SAG/AG/Ball), flotation circuits, thickening & separation, smelters & furnaces, pelletizing, mineral processing

Ready to deploy advanced process control (apc) in your plant?

Talk to us