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New Jersey has no meaningful oil or gas production, but it hosts one of the densest concentrations of petroleum refining, storage, and pipeline infrastructure on the East Coast — infrastructure that supplies a significant portion of the Northeast's transportation fuel and heating oil. PBF Energy operates two refineries in New Jersey: the Paulsboro Refinery on the Delaware River in Gloucester County, with approximately 170,000 barrels-per-day capacity processing primarily light sweet and medium sour crude, and the Bayway Refinery in Linden, Union County, at approximately 238,000 barrels per day — together making PBF one of the largest independent petroleum refining companies in the United States and New Jersey one of the most refinery-intensive states by volume per square mile. The Linden terminal complex in Union County, encompassing BP's Bayway terminal, the Kinder Morgan Linden terminal, and multiple petroleum product storage facilities, is one of the largest liquid bulk storage hubs on the East Coast, directly connected to the Colonial Pipeline northern terminus and to New York Harbor delivery points. Buckeye Partners operates a major pipeline network through New Jersey carrying gasoline, distillates, and jet fuel to New York area airports — including JFK and Newark Liberty International — and distribution points throughout the region. The New Jersey Department of Environmental Protection's Bureau of Underground Storage Tanks and the NJDEP Division of Air Quality set the primary environmental compliance framework for petroleum operations in the state, and their regulatory intensity is among the highest in the country. In this market, AI applications cluster around refinery optimization, terminal throughput management, environmental compliance, and the aging pipeline infrastructure serving one of the most complex downstream fuel markets in North America.
Updated June 2026
The Bayway Refinery in Linden and the Paulsboro Refinery operate as a coordinated system — Bayway is a full-conversion complex with fluid catalytic cracking and alkylation that maximizes gasoline yield for the New York metropolitan market, while Paulsboro specializes in lubricants and specialty products alongside its fuel production. This product-mix differentiation means AI optimization targets at the two facilities diverge: Bayway's AI investment centers on FCC unit feed optimization, alkylate yield maximization, and crude scheduling for a complex that must respond rapidly to New York Harbor spot-market pricing signals; Paulsboro's AI investment includes lubricant blend optimization and waxy crude processing models for its specialty slate. PBF Energy's enterprise digital transformation, accelerated after its 2020–2021 financial restructuring, has deployed AI-driven advanced process control across its refinery network with Bayway and Paulsboro as flagship sites. Honeywell Forge and AspenTech solutions are in use for process optimization. The New York Harbor-Linden price discovery complex — the physical delivery point for NYMEX RBOB gasoline and heating oil futures — means Bayway and Paulsboro are operating in a real-time commodity pricing environment where AI crude scheduling optimization has a directly measurable P&L impact. A 0.5% improvement in crude-to-gasoline yield on Bayway's 238,000 bpd throughput translates to approximately $15–20M annually in gross margin, making AI implementation ROI calculations straightforward. For predictive maintenance, both refineries have deployed vibration-analysis AI on critical rotating equipment — the FCC main air blower at Bayway, crude charge pumps at Paulsboro — where unplanned failures generate six-figure direct costs and cascade into throughput losses that exceed $1M per day of unplanned downtime in the New York market.
The Linden-Carteret-Sewaren corridor in Union and Middlesex counties is one of the most concentrated petroleum product storage hubs in the country, with combined above-ground tank storage capacity exceeding 60 million barrels across multiple terminal operators. Buckeye Partners, Kinder Morgan, and BP's former Bayway terminal (now operated under restructured ownership after BP's exit) all connect into the Colonial Pipeline north terminus at Linden, the destination point for gasoline and distillates originating at Gulf Coast refineries. AI applications at Linden-area terminals cover three primary areas: tank scheduling and inventory optimization (AI models that coordinate receipt nominations from Colonial, product transfers between storage tanks, and loading-rack truck dispatch sequences to minimize product wait times and detention costs), predictive maintenance on pumps, meters, and loading arms, and environmental compliance monitoring. The NJDEP's Division of Air Quality requires emissions reporting from tank breathing losses, loading rack vapor recovery systems, and terminal combustion equipment under New Jersey's Title V air permit program, and AI-assisted continuous emissions data validation has become standard practice. The NJDEP Underground Storage Tank compliance program, one of the most comprehensive in the nation, also drives AI investment in leak detection and cathodic protection monitoring for the buried tank and pipeline infrastructure that connects the Linden hub to underground distribution systems. For jet fuel supply, Buckeye's Laurel Pipeline system delivers aviation turbine fuel from Linden to Newark Liberty International and JFK — a mission-critical supply chain where AI demand forecasting integrating Port Authority of New York and New Jersey flight schedule data has measurable operational value. Seasonal demand patterns (summer travel surge, Thanksgiving and holiday peaks) and storm-driven disruptions (Northeast snowstorms compressing jet fuel demand to near zero for 24–48 hours then spiking) require AI models that handle variance patterns specific to the New York air travel market.
New Jersey's NJDEP is widely regarded as one of the most technically demanding environmental regulatory agencies in the country, and petroleum operations in the state face compliance requirements that exceed federal baseline standards across air quality, water quality, and soil remediation. For oil-gas AI procurement decisions, NJDEP compliance capability is often the filter that eliminates otherwise qualified vendors — platforms designed for Texas or Oklahoma regulatory environments frequently lack the data formats, reporting cadences, and permit-specific monitoring configurations required for New Jersey Title V, ISRA, and NJPDES compliance. AI air quality monitoring at PBF Bayway and Paulsboro must integrate fence-line community air monitoring data — New Jersey's 2021 Environmental Justice law (A5278) requires major facilities to conduct community air monitoring in overburdened communities, and Linden and Paulsboro both fall within overburdened community designations under NJDEP's EJ mapping. AI-assisted analysis of multi-pollutant fence-line sensor networks to identify emission event sources and attribution is an active compliance technology investment at both PBF facilities. The New Jersey Petroleum Council engages with NJDEP on AI monitoring methodology standards, and the council's annual meeting in Trenton is the primary venue where petroleum operators and state regulators discuss emerging compliance technology. We've seen a few patterns repeat across Northeast refinery compliance AI engagements: early investment in NJDEP-compatible data formats pays back faster than converting from other regulatory frameworks, and refinery AI vendors with New Jersey permit history are worth a premium over otherwise comparable platforms that require significant localization work.
Connecting AI systems to existing business infrastructure and workflows
Predictive models, data analysis, and ML pipeline development
Image recognition, object detection, video analysis, and visual inspection systems
Bespoke AI solutions, model fine-tuning, and custom model development
PBF Energy has deployed Honeywell Forge advanced process control and AspenTech optimization tools across its refinery network including Bayway and Paulsboro. Public disclosures in PBF's SEC filings reference AI-assisted crude scheduling and process optimization as contributors to margin improvement since 2022. At Bayway's scale, a 0.5% yield improvement is worth $15–20M annually — making refinery AI investment ROI periods of 12–24 months typical. PBF's 2023 annual report cited operational technology investment as a key driver of reliability improvement, with unplanned downtime reduction as a primary metric. Third-party maintenance contractors serving both refineries estimate that AI predictive maintenance has reduced their emergency work orders by 20–30% since deployment.
Colonial Pipeline's Linden terminus connects to most Linden-area terminal operators through a nomination and scheduling system that Colonial manages centrally. Terminal operators receiving Colonial volumes must align their tank scheduling and receipt windows with Colonial's batch scheduling — an AI inventory management system that does not integrate with Colonial's batch data is missing the most critical supply-side input. Buckeye Partners and Kinder Morgan both run AI-enabled terminal management systems with Colonial batch integration. Smaller terminal operators who built their own scheduling tools pre-2015 are the primary market for Colonial-integrated AI terminal management upgrades.
New Jersey's NJDEP requires more granular emissions reporting, more frequent monitoring submissions, and broader community air monitoring than most states. The 2021 Environmental Justice law added community health impact analysis requirements for Title V renewals in overburdened communities, affecting both PBF refineries and multiple Linden terminal operators. AI compliance platforms must produce NJDEP-formatted XML submissions for the state's e-reporting portal, integrate with the NJEMS database, and increasingly support Environmental Justice documentation. Texas or Louisiana-calibrated compliance AI platforms typically require 6–12 months of localization work before they are compliant with New Jersey requirements.
No. New Jersey has no active oil or gas production and no commercially prospective geology for conventional drilling. The state sits on Triassic basin sediments and coastal plain sediments that lack adequate source-reservoir-seal combinations for commercial oil or gas. All oil-gas AI demand in New Jersey is downstream: PBF refinery operations, Linden-area terminal management, Buckeye and other pipeline operations, and fuel distribution logistics. New Jersey's oil-gas AI market is entirely a downstream and midstream story, and a large one — PBF Bayway is one of the largest single refineries on the East Coast.
The New Jersey Petroleum Council, the state affiliate of the American Petroleum Institute, engages with NJDEP and the legislature on petroleum operations policy and hosts forums on regulatory compliance technology. The Petroleum Equipment Institute has active New Jersey membership covering terminal and pipeline equipment. For refinery-specific AI, the National Petrochemical and Refiners Association's annual operations and technology forums include participation from PBF and other Mid-Atlantic refiners. The Colonial Pipeline Users Group, which coordinates with terminal operators at Linden, meets periodically and covers supply chain and scheduling AI topics relevant to the Linden hub.
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