Raman Paranjape

49 papers A 1B 1C 1Misc 1Journal 18Unranked 26
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Access
Saman Shahrokhi, Zhanle Wang, Raman Paranjape, Darcy Kozoriz, James Fick, Shea Pederson
2025 conf
VTC2025-Fall
Majid Gharebaghi, Zhanle Wang, Raman Paranjape, Shea Pederson, Darcy Kozoriz, James Fick
2024 J jnl
IEEE Access
Mohammad Ghiasi, Zhanle Wang, Mehran Mehrandezh, Raman Paranjape
2024 J jnl
IEEE Access
A. K. M. Yousuf, Zhanle Wang, Raman Paranjape, Yili Tang
2023 conf
CCECE
Mohammad Ghiasi, Farrukh Ahmed, Raman Paranjape, Zhanle Wang, Mehran Mehrandezh
2023 conf
CCECE
Kaveh Sadeghikhah, Lei Zhang, Raman Paranjape
2023 J jnl
Trans. Emerg. Telecommun. Technol.
Mahsa Shirzadian Gilan, Raman Paranjape
2023 conf
CCECE
Victor Okonkwo, Matthew Van Den Berghe, Craig Funk, Raman Paranjape
2023 conf
CCECE
A. K. M. Yousuf, Zhanle Wang, Raman Paranjape, Yili Tang
2023 conf
CCECE
Mohamed El-Hendawi, Zhanle Wang, Raman Paranjape, Shea Pederson, Darcy Kozoriz, James Fick
2023 conf
CCECE
Md Thouhidul Islam Chowdhury, Raman Paranjape
2020 conf
CCECE
Haijun Gao, Japjot Singh Bawa, Raman Paranjape
2020 J jnl
Wirel. Pers. Commun.
Haijun Gao, Japjot Singh Bawa, Raman Paranjape
2020 conf
IEEE ANTS
Haijun Gao, Japjot Singh Bawa, Raman Paranjape
2020 conf
CCECE
Haijun Gao, Japjot Singh Bawa, Raman Paranjape
2019 conf
ANTS
Haijun Gao, Japjot Singh Bawa, Raman Paranjape
2019 conf
PACRIM
Diego Castro-Hernandez, Amna Feroz, Raman Paranjape
2019 conf
CCECE
Jesse Schmitz, Raman Paranjape, Kim Schaan, Kent Windsor
2018 J jnl
IEEE Trans. Veh. Technol.
Diego Castro-Hernandez, Raman Paranjape
2018 book
Raman Paranjape, Zhanle Gerald Wang, Simerjit Gill
2017 J jnl
IEEE Trans. Veh. Technol.
Diego Castro-Hernandez, Raman Paranjape
2017 J jnl
Wirel. Pers. Commun.
Diego Castro-Hernandez, Raman Paranjape
2017 J jnl
IEEE Trans. Smart Grid
Zhanle Wang, Raman Paranjape
2016 J jnl
Wirel. Pers. Commun.
Diego Castro-Hernandez, Raman Paranjape
2016 conf
CCECE
Bhoomibahen Patel, Raman Paranjape, Mehran Mehrandezh, Lei Zhang
2015 conf
WCNC Workshops
Diego Castro-Hernandez, Raman Paranjape
2015 J jnl
Comput. Methods Programs Biomed.
Zhanle Wang, Raman Paranjape
2015 J jnl
Comput. Methods Programs Biomed.
Zhanle Wang, Raman Paranjape
2015 conf
CWIT
Danish Chowdhry, Raman Paranjape, Paul Laforge
2014 Misc conf
CISIS
Craig M. Gelowitz, Raman Paranjape
2014 conf
CCECE
Zhanle Wang, Raman Paranjape
2013 C conf
ICCE
Craig M. Gelowitz, Luigi Benedicenti, Raman Paranjape
2013 conf
CCECE
Adnan Khandoker, Raman Paranjape
2013 conf
IEEE ANTS
Diego Castro-Hernandez, Raman Paranjape
2013 conf
CCECE
Zhanle Wang, Raman Paranjape
2013 conf
CCECE
Luigi Benedicenti, Dongyan Blachford, Christine W. Chan, Allan East, Craig M. Gelowitz, Gordon H. Huang, Raman Paranjape, Sheila Petty, JingTao Yao, Yiyu Yao
2013 conf
CCECE
Zhanle Wang, Raman Paranjape, Asha Sadanand, Zhikun Chen
2013 J jnl
Comput. Biol. Medicine
Zhanle Wang, Raman Paranjape
2011 J jnl
Intell. Decis. Technol.
Yan Yang, Raman Paranjape
2010 J jnl
Int. J. Intell. Inf. Database Syst.
Raman Paranjape, Simerjit Gill, Sara Ghoreishi Nejad, Robert Martens
2008 conf
KES-AMSTA
Sara Ghoreishi Nejad, Robert Martens, Raman Paranjape
2008 J jnl
J. Robotics Mechatronics
Chaiyapol Kulpate, Mehran Mehrandezh, Raman Paranjape
2006 J jnl
Multiagent Grid Syst.
Yan Yang, Raman Paranjape, Luigi Benedicenti, Nancy Reed
2006 A conf
AAMAS
Yan Yang, Raman Paranjape, Luigi Benedicenti
2006 conf
AP2PC
Ben Tse, Raman Paranjape, Samuel R. H. Joseph
2006 J jnl
Electron. Commer. Res. Appl.
Robert Martens, Raman Paranjape, Luigi Benedicenti, S. Sankaran, Anguraj Sadanand
2005 conf
IICAI
Yan Yang, Raman Paranjape, Luigi Benedicenti, Nancy Reed
2005 conf
Engineering Self-Organising Systems
Koragod Saenchai, Luigi Benedicenti, Raman Paranjape
2003 B conf
XP
Craig M. Gelowitz, Ian Sloman, Luigi Benedicenti, Raman Paranjape
redb/extractors/macho_extractors/macho_segments.py
← Index redb/extractors/macho_extractors/macho_segments.py python
import hashlib
import inspect
import base64
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor
from redb.models.dataclasses import MachOSegment


class MachOSegmentExtractor(MachOExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        macho=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            macho,
        )
        self.elastic_index = self.index_prefix + "-macho_segments"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _is_empty_result(self, extracted_data) -> bool:
        """
        Override: Empty segments is an ERROR, not a valid empty case.
        A valid MachO file must have segments (at minimum __PAGEZERO, __TEXT).
        """
        # Always return False - empty segments should be treated as an error
        return False

    def tag(self):
        return Tag.MACHO_SEGMENT.value

    def _extract_segments_for_arch(self, arch_name):
        """Extract segment information for a specific architecture."""
        self.log.debug(f"Extracting segments for architecture: {arch_name}")
        segments = []

        try:
            # Get segments using new API with architecture parameter
            segments_data = self.macho.get_segments(arch=arch_name)
            if not segments_data:
                return segments

            # Extract segments for this architecture
            for segment in segments_data:
                try:
                    segment_name = segment.get('segname', 'Unknown')

                    # Calculate segment hash
                    segment_data = self._get_segment_data(segment)
                    if segment_data:
                        seg_sha256 = hashlib.sha256(segment_data).hexdigest()
                    else:
                        seg_sha256 = ""

                    # Use entropy already calculated by machofile module, rounded to 3 decimal places
                    seg_entropy = round(segment.get('entropy', 0.0), 3)

                    # Create segment dataclass with architecture info
                    macho_segment = MachOSegment(
                        segment_name=segment_name,
                        segment_vaddr=segment.get('vaddr', 0),
                        segment_vsize=segment.get('vsize', 0),
                        segment_offset=segment.get('offset', 0),
                        segment_size=segment.get('size', 0),
                        segment_max_vm_protection=segment.get('max_vm_protection', 0),
                        segment_initial_vm_protection=segment.get('initial_vm_protection', 0),
                        segment_nsects=segment.get('nsects', 0),
                        segment_flags=segment.get('flags', 0),
                        segment_entropy=seg_entropy,
                        segment_sha256=seg_sha256,
                    )
                    # Add architecture info to the segment
                    macho_segment.architecture = arch_name
                    segments.append(macho_segment)

                except Exception as e:
                    self.log.warning(
                        f'Unable to process segment "{segment.get("segname", "Unknown")}" for architecture {arch_name} in {self.hash.sha256}: {e}'
                    )
                    continue

            return segments

        except Exception as e:
            self.log.error(f"Error extracting MachO segments for architecture {arch_name}: {e}")
            return segments

    def _extract_segments(self):
        """Extract segment information from all architectures in the MachO binary."""
        self.log.debug(inspect.currentframe().f_code.co_name)
        segments = []

        if not self.macho:
            return segments

        try:
            # Get architectures using new API (already parsed in base class)
            architectures = self.macho.get_architectures()
            if not architectures:
                return segments

            # Process each architecture
            for arch_name in architectures:
                arch_segments = self._extract_segments_for_arch(arch_name)
                segments.extend(arch_segments)

            return segments

        except Exception as e:
            self.log.error(f"Error extracting MachO segments: {e}")
            return segments

    def _get_segment_data(self, segment):
        """Get the raw data for a segment."""
        try:
            offset = segment.get('offset', 0)
            size = segment.get('size', 0)
            
            if size == 0:
                return None
            
            # Read segment data from file
            with open(self.filepath, 'rb') as f:
                f.seek(offset)
                return f.read(size)
                
        except Exception as e:
            self.log.warning(f"Error reading segment data: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            segments = self._extract_segments()
            return segments
        except Exception as e:
            self.log.error(f"Error extracting MachO segments: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            # Get architectures (macho is already parsed in base class)
            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Extract segments for this specific architecture
                segments = self._extract_segments_for_arch(arch_name)
                if not segments:
                    continue

                # Get architecture-specific sha256 and header info
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)

                    # Get raw architecture value
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                for segment in segments:
                    data.append([
                        arch_sha256,                          # sha256 (architecture-specific)
                        segment.segment_name,                 # segment_name
                        segment.segment_vaddr,                # segment_vaddr
                        segment.segment_vsize,                # segment_vsize
                        segment.segment_offset,               # segment_offset
                        segment.segment_size,                 # segment_size
                        segment.segment_max_vm_protection,    # segment_max_vm_protection
                        segment.segment_initial_vm_protection, # segment_initial_vm_protection
                        segment.segment_nsects,               # segment_nsects
                        segment.segment_flags,                # segment_flags
                        segment.segment_entropy,              # segment_entropy
                        segment.segment_sha256,               # segment_sha256
                        current_time,                         # analysis_date
                    ])

            column_names = [
                'sha256',
                'segment_name', 'segment_vaddr', 'segment_vsize', 'segment_offset',
                'segment_size', 'segment_max_vm_protection', 'segment_initial_vm_protection',
                'segment_nsects', 'segment_flags', 'segment_entropy', 'segment_sha256',
                'analysis_date'
            ]

            if not data:
                return None

            column_type_names = [
                'FixedString(64)',
                'String', 'UInt64', 'UInt64', 'UInt64',
                'UInt64', 'UInt32', 'UInt32',
                'UInt32', 'UInt32', 'Float64', 'FixedString(64)',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

    def get_clickhouse_table(self) -> str:
        return "redb_macho_segments"