Published Technical Disclosure Archive

AI-Powered Wastewater Irrigation Optimization System

Publication ID: 24-11856901_0010_PTD
Published: October 26, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Powered Wastewater Irrigation Optimization System,” Published Technical Disclosure No. 24-11856901_0010_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856901_0010_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,856,901.

Background and Problem Solved

The original patent, 'Controlled irrigation process and system for land application of wastewater,' addressed the challenge of managing wastewater irrigation in land application systems. However, it relied on manual measurements and lacked real-time monitoring capabilities. The new invention overcomes these limitations by integrating AI-powered sensors, machine learning, and IoT technology to autonomously manage wastewater irrigation, ensuring optimal treatment and minimizing environmental risks.

Novelty and Inventive Step

The new claims introduce a paradigm shift in wastewater irrigation management by leveraging AI, IoT, and machine learning to autonomously optimize wastewater treatment and irrigation. The invention's novelty lies in its ability to predict and prevent environmental risks, optimize nutrient cycling and carbon sequestration, and provide real-time monitoring and optimization capabilities, which are not present in the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include integrating the system with existing wastewater treatment infrastructure, using different types of sensors or machine learning algorithms, or implementing the system in various agricultural or industrial settings. Variations could also include using the system for non-wastewater applications, such as precision agriculture or environmental monitoring.

Potential Commercial Applications and Market

The invention has significant commercial potential in the wastewater treatment and irrigation industries, as well as in precision agriculture and environmental monitoring. The system's ability to optimize wastewater treatment and minimize environmental impact makes it an attractive solution for municipalities, agricultural companies, and industrial entities seeking to reduce their environmental footprint and improve their sustainability.

CPC Classifications

SectionClassGroup
A A01 A01G25/167
C C02 C02F3/327

Field of Art

Agricultural and environmental engineering, specifically wastewater irrigation management systems, involving soil moisture monitoring, treatment protocols, and land application technologies

Person of Ordinary Skill (PHOSITA) Profile

A professional with a degree in agricultural engineering, environmental science, or related field, having expertise in soil hydrology, wastewater treatment, sensor technologies, and irrigation control systems

Obviousness Rationale

A PHOSITA would recognize that the PTD's AI and IoT-enhanced wastewater irrigation system represents a predictable technological evolution of the source patent's soil moisture monitoring and irrigation control methodology. The fundamental principles of soil water tension measurement and adaptive irrigation control are directly extended through modern sensor and machine learning technologies. The core technical problem of optimizing wastewater irrigation remains consistent, with the PTD merely introducing contemporary computational and sensing approaches to solve the same fundamental challenge.

Obvious Combinations & Variations

Source Patent Element
Soil water tension measurement for determining irrigation status
PTD Variation
AI-powered sensor network for real-time soil moisture and contaminant monitoring
Obviousness Reasoning
Predictable technological progression using known sensor and machine learning techniques to enhance existing soil monitoring methodologies
Source Patent Element
Adjusting irrigation duration based on soil water tension measurements
PTD Variation
Dynamic adjustment of irrigation rates using predictive analytics and machine learning algorithms
Obviousness Reasoning
Obvious application of computational techniques to automate and optimize existing irrigation control processes
Source Patent Element
Land application of wastewater for nutrient management
PTD Variation
Engineered microorganism-based bioremediation for enhanced contaminant breakdown
Obviousness Reasoning
Known biotechnology approach to improving wastewater treatment, representing a standard design choice for skilled practitioners
Source Patent Element
Irrigation zone management with soil moisture criteria
PTD Variation
IoT-enabled decentralized treatment units with autonomous monitoring and optimization
Obviousness Reasoning
Logical technological extension using standard distributed sensing and control architectures
Source Patent Element
Wastewater irrigation process with adaptive parameters
PTD Variation
Cloud-based platform for real-time monitoring and system-wide optimization
Obviousness Reasoning
Conventional integration of cloud computing technologies into existing process control methodologies
35 U.S.C. § 103 Summary: Based on US Patent 11856901's teachings of wastewater irrigation control, the present publication demonstrates that a person having ordinary skill in the art would find the claimed AI-enhanced, IoT-integrated wastewater management systems obvious and predictable extensions of existing technological approaches, thereby rendering such claims unpatentable under 35 U.S.C. ยง 103 as obvious variations of the prior art.

Original Patent Information

Patent NumberUS 11,856,901
TitleControlled irrigation process and system for land application of wastewater
Assignee(s)GROUPE RAMO INC.